{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#画图练习 看不懂系列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "#coding=utf-8\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "import sys \n",
    "reload(sys) # Python2.5 初始化后会删除 sys.setdefaultencoding 这个方法，我们需要重新载入 \n",
    "sys.setdefaultencoding('utf-8')\n",
    "import matplotlib\n",
    "# matplotlib.use('qt4agg')\n",
    "#指定默认字体\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimHei']\n",
    "matplotlib.rcParams['font.family']='sans-serif'\n",
    "#解决负号'-'显示为方块的问题\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vycU3bGlKFlC9xor1B0vILGkvi+tZstgyXOH4WzVHsGSvgbCN0pQvOINlJfnaVXfq4hu26LvX3NPsoTRF9ryS198cAAAAAMDSIFiClpKe/HdXubnvYrRzg/fRTLBkTxOCJdPKcOW0JMpEjRPKDz9grdb0dWnn6ISuuWvHcgxtUSo9S2r/qejpDIGVdglI5l1xchFluPoWW4YrZKTMFSzp6SxodWwkn4e+JeMT4fPYktOyY0mmaHI85rX0IwAAAABgaRAsQUvJZko04ur0Yqr5drs1eM/ur3RD5OUyQWZJ6hib+5TaWejQE46Ipbiua/1SXGNxYnYhPUsIlrSH5Fw5Vz+e2Qz2Lq4M13A8nw30zH38JaW48tC3JPlebdnd/u+1muRc2x+Pibz+5gAAAAAAlgbBErSUbKZEIyZCkmyHrlRmSbFNJliSyexEdv8th/Rn1C77tV7l7KXO6k2o005KgiXXb17SMTVCcjz1ddcRLCnQs6SdLK5nyeIyS4ZryCyRUk3eR9o/syQ5x27OabAkyeIb6A7HBMESAAAAAEAjESxBS8lO/jciA6QykV0JlkxOuSbboBnwWKkFynClyqDkdeKqPKFcmD+okGSWXHvPrqZkAtWjHCypp8F7V3tlb+VdcXLhwZI1MViyc8E9S5LMknmCJatisCQHmSXFeM7Pa2ZJ8hvT301mCQAAAACg8QiWoKVkG5Q3opRPuuZ+V6Fy5X87TLKMZfbXniaX4SrltH58utTbfIbixK7UnEygeiTHV11luArtlb2Vd+OlyvmzXuUG74vMLJk/WBLKcOWiZ0mqDJd7/s63SXC+Px4TxZz+5gAAAAAAlgbBErSUbKZEIyZckyvc02W4pPboqdAamSWU4Zqo4+p7M1sxfT3GJuoPlvTEZccnWvu91WvzrrFcTk4vrgzX4nqWJJklq+cJlgzFMlzb81CGK34eoxOTGmnC+b7Zkt+YgSSzpMXPoQAAAACAlYVgCVpKNlOikWW4ugod6uromPH4SpYtW7anyT1L2mGfLkQ6IFeLnsLKKFW1kDJc7ZhZcv7v79Wj3/d/+uTPbmn2UJZdJVhS+zGQWO7Mkm0j7V+aKn3OyGMprkoZLnqWAAAAAAAaj2AJWkq2LFFDgyWdpo4OK5dKavWJ6lqMTTS/DFdxWs+S/F15L1Xed61X3yfLtfoxOFrOLKn9pyLpWdJOmSW/vmOHJOn6TbuaPJLlly5jWK9yg/fRiQVl5QyPh+Ov1p4leSjDlQ5C5jlYMtBDzxIAAAAAQOMRLEFLmdHgvQETIeWJ7DjZl/y3HSZZssGlppThKpFZMlFnX4eechmu1i6jk3wfF5ZZ0trvrR6bdo5Jav0eM0thUWW4YmbJlGtBJaOSMlyreuY+/tYNxMySXDR4z3mwpBR7lnTTswQAAAAA0HgES9BSspORjahHXpycXiKpa4Vc1V+LbHCpGZO5palUz5I22KcLMV7OXmqvzJIkc6mvu56eJe2XWZIES7LftzxIjtGeBQRLers6ypl8u0brL8U1XA6WdM253FDMLNmWo54lkrRl91gTR9Ic49meJTkN0AMAAAAAlgbBErSUbFmp8UZklmSujE6ufG/15tq1yO6vkSaX4SpN5e8qX3dP9cWxml7TE/s/tPoxOFpcQIP3NuxZcu+uUUk5zSyZXHhmiZktqm/J8FjSs2SezJLYs2THnom2nzyfFizJQSZNVvJ73h9Ls5Xa/PMGAAAAACwvgiVoKdnJ/0ZceZ/NLEkm/dphUm08s79GKcO17EpTrqQdQ0+htqDCSsksqfQsqaMM1wp5b7Vyd923M0xKZ79veVCss8RcVqVvSf2B3JFiklkyd8+StX1d6ohxyvvbPLtknJ4lktKZJfkL0AMAAAAAlg7BErSUJW3wHq/6L/dUaIPJ3GR/JRNHyeTickoHSBpRNm2lSb//rs7aMku6O1dGdlO5DFc9mSUrJGumVttHiuWAax4zS8YX0bNEkgZ7Q6BjIWW4kky5+Rq8d3SY9h5o/ybv7k7PksnpmSXtlMEGAAAAAGg+giVoKTMavDciWFLKNCheJ0kAACAASURBVHjvbJ8yQcn+2itOFDalwXtqP+ax2W5yfEnt2OA96VlS+09Fu2WWbNpV6QuRx2DJYhq8S5XMkp2L6lkyd7BESjV5H2nfAEI2iyKXZbjiPqBnCQAAAABgKdQ9+2Fm68zsVjM7ON5/lZl5lduraljX7zKv+Z+63wHaSlJGqruBfQ/auQxXMpm9LgZLmlKGKzWB1w77tF7jk2Gfm0mFjvoyS1o9oFAuw9VZT2bJyggE1Spp7i7ltMH7ZIPKcNXZs6Q0OVXe3zUFS5Im722cWZL9TuUxsyQ5HpNsozxmMwIAAAAAls78MxApZjYk6buSDk49/CVJ56Xur5J0taSL51lXv6RDJe0jKZlFyd+//DHNWJwMGuzr0tbh8caW4YqTuF1tVIZrrDQ9s2SkyZkleQyWJMGirkKHzGpt8L5SynCF8fV219+zpNXfW63uTQdLmvD9arZiPCcvvAzXwnqWjIxX9vV8ZbikSpP3rW2cbZH9zdo6XNTUlKujxiBtOyiX4aJnCQAAAABgCdQ7+/GVeCtz96K770hukl4h6Vx3v2WedR0r6bfuviX1+tE6x4M2k0xGDvbFq0YbMPk+a8+SNphkSTJJ9i5nljS3Z0mpDfZpvZIrm3vquPK+O2ZqtHrAbpSeJbovVYZrrE2yZeqx+DJcsWdJnZklw/Fc1l3oqGnbSXbdtjZu8J5kVSSxkckp1/172vf9VpOcb/u7Kz1L3PP3uwMAAAAAWBr1zn68zt3/c7YnzaxX0hslnVXDuo6TtL+ZbTGzHWb2X2bWU+d40GaSydk1sXRLIyZck8m+5Gr+rhVSAqkWSVmWdU3tWVKZqMrjxFUxk7lUi0aWmVtKSfCynmDJSikxVqt0ZsnEpKvU4p9ZoyXHaM+iM0vqC5Ykzd1X9daWADsUy3Btb+MyXMl3qq+rUA6Q561vSblnSU/lnFSaytdvDgAAAABg6dQ1+1FDtshLJF3u7rfVsLrDJV0k6XhJfyLpKZLOmOsFZtZjZoPJTdLqGraDFSQp+5MESxpThqtSJklKTVS3wWRu0rOkmQ3esxP+eZu4So6jJHOpFj1dsVRVi/fAKPcsWUCwpB0zS6RK6bu8KGeWLHPPkqS5e3pSfC5JGa52bvCezvJZH99vnvqWuHulZ0l3JYiWx/KPAAAAAIClsbDZj9mdJumTtSzo7n/l7i9395vd/SpJ75b0/HledqaknanbXYsZLFqLu5cnZ5OrkZeiwXtPWzV4D++hkllSWtbMDnefsR/bYb/WI3m/9ZQpqmSWtG5Zp4nJqXLgq74yXEkwsnXfWz3SmSVSpfRdXiy6DFfMDKm3Z8nwWAyWdNeWWZKcA7e2cWbJeDpYsjp/wZJ0FmN/qo/SRClfAXoAAAAAwNJpWLDEzA6TdJiknyxwFTsk7T/PMmdJWpO6zbc8VpD0lehJnfuGNngvJA3erWHrbrYkuLT3QJg4m/LlvaJ/csqVjc3kbeKqkllS++l0JWSWJFlLktTbXU8/lpVRYqxWmzLBkvR+yYPxRfcsWVhmSbkMVw3N3aWcZJZM5j1YUjmn9KWCJe1yrgEAAAAANF8jM0teKOl77l7TjIiZ/dLM9ks9dJyk2+Z6jbuPu/uu5CZp94JHi5aTnoQsZ5Y0IliSKSPTTpO55TJc/V3lx5azFFe1klvtsF/rkVztXE+Zop4V0LMkCcSZ1fneOls/EFSr3WMT5XJQvTHAlbdgSXmCfqFluHoXW4arvp4l29o4syRdEi3vwZLuQkf5mCxNrfxzDQAAAACgNTQyWPJ0SRdmHzSztWZWrYbLtZL+y8weaWYvVWgM/4kGjgcrTDI521WwcomNhvYs6QwZJe3UgDopw9Xf3VmepN5TrK/czWJUm+zP28RVUkqrrjJcK+AYTIIdfV0FmdXRj6WNgpFJv5LVvZ3aqz9Mxo+1QRCoHostw7Wmb2FluOpt8J5kluwpTi7rOXA5VT6LQqVnSY4avCfnFDOp0GHlLNG8ZTMCAAAAAJZOQ4IlZtYn6TGSLqvy9P2SHlrl8b+VNCXpZ5LeJumt7v75RowHK1MyCdnbWShPzC22/0W6IWylDFf7TOaOxwBTX3ehHGBazp4KE6nJ/uTK+7xNXBXj+62rDFdn+KxauQl6Erysp1+JlHpvbRBU2LQzTERvXNNb3g+jecssWUCZubR0Ga6pKplos0kyS1bV2LNkoLvyu9Gu2SVFepZIClklZqauNgrMAgAAAABaQ22zEBnubpn7o5J6alk29fgOSc9dyPbRnpJJ/t7uQrm8xvgiJ0HSDWGTibSVcFV/rZKJ296uDvV3d+r+PRMaWc5gSdy/nR2mns6CxiamcjdxNbGAMkUr4Rgsfx/rDJa0U5m7e3eOSpI2rOkrT0rntQxXz4IbvIdgibs0XCyV789neDzs51rLcJmZhga6dc/OMW0bKeqAvfsXNN5WlgRXe/IaLMmU1EwCeIu9qAIAAAAAgEQjy3ABi5Ke+O/ubEwZrmyNc6nSL2KlT7CUJqfKPUN6OyuZJctZgmYilbWT14mr8pX3dUwml/t6lFp34j39faxH8j2bnHKVVvixkDR33zDYo764H/KaWbLQMly9XZWMj12jtfctqTR4rz1YV27y3qalqZKSf9OCJW36Xqsp/94kFz7k9DcHAAAAALB0CJagZYynyv406sr79CTKjDJcLXxVfy3GppXASgVLxpczsyQJlpi6k/rxOZu4qmSW1N7Xo7scLGndfTWWKvFWj55UcGWlZ5dsij1LNqzpK2fY5C6zZJHBEinV5L2OviX19iyRpHVt3uR9WoP3GBjasWeipYOujVRM/d5IUmdOf3MAAAAAAEuHYAlaRrpHQjIZstiARjK50hEbwkrtUyYoPWnb0xnKcEnSnmWczE3KcHUVOspX++Zt4qocLGmzBu9jC+xZki5H1srvrxaVzJJKz5I8BUumprycvVZPmbmswaTJ+1jtmSVJz5Jay3BJ0rqBEEDYOtKe2RbpwNWavq7y72S7Boey0r836f8Wc9YnCwAAAACwdAiWoGUkDd57ugrlMkWLDWhkJ1fSf6/0idykp0RPZ4c6OizV4L05Zbg6O5KrfPM1cTW+gAbYK6nBe709SzoLHeXAZCu/v1okmSUb1/SmMktW9nuqR/r825jMkvqDJavqCJYMtXlmyXgqWNLRYRpala++JUV6lgAAAAAAlhjBErSM0aUow5WZXJFWxlX9tUhKrySTuEm5pJFlLMNVLovSabmduKoWkJvPSjgGk6BAvcESqfJ9a+X3V4tyZkkqWJKnniXpYNeigiV9MVgyVn8ZroHu+stwbR9pz2BJcXL671nemryng/OSclv6EQAAAACwdAiWoGVMa/BeCBOTi50EyTaElSqTfit9gqUymR3eTzKpuJyTuROprIp22a/1WkhPhxXR4L24sDJcUqVvSSu/v/mMlya17f+z9+7BtmR3fd937ed53Xs1M/dKM0iAkESwMASwRZCUShxDOdiVVEilMLapMkUVGOO8oLD+QPzjFIEAoYLtwjaPUIGyC0LhRyASZeyijEuOkYQsE8kgE5A0CIRmRnPncR/n7Pde+WP3Wr1On36s1b1W9+re30/VqZnz6tO7X3vm913f7zcZuj99+0TfZ+q4HAOm2NUohivpHanlLHHpLFExXAMtPc8+a1RvybGUvJviPEBnCSGEEEIIIYQQ/1AsIdEQouB9lecsUaveez5gyXZKKGfJVasxXGmfwbHmx292N6+xKvrQm7Oo2VkCpMeizzFcn314GEDPJyO85myadpb0WAByxXQyCCFqbyd1ltiLJcoh5xLDdTQF75MjdZZkIg9TseS43nMIIYQQQgghhISDYgmJBr2SfZaKJU2HrZvMSlSgHxFINmQ7Jc46iOHa7NPh1fRII1FqFbz3IKZqaTi9XPF1/3bJc0YElxAi7Sw5QmdJkwguwOwssRdy6xS8qw6Pl46g4B04QrEkW/B+pG5GQgghhBBCCCHhoFhCokGt2J5Pxt7cH3l9Eum2+70aVcVwzZMhrhoqthkTpFb6TsbH21mSFrzbr7w/mcYvJmixZFYjhmsAgqQqd3/69gmA1Ll1TAXvdYTAPO4kzpIHljFcUkpcrpVYYn/9mc4SKfv9fM9DvR/Oj7yzRD1f2FlCCCGEEEIIIcQ3FEtINCzWh4HHwVlyGII0LnjPiUiaDmCQCxjD7OT1qJigqzY7SwwxSokl256LUK5kS4dtUJ08MV+DjWK4JvG/viqef7AAcHCWAOmA9pgK3tc5MYZ1uH2adJZYxnBdrXdQWset+dT67zx5fhBLtnvp5GLpC6sNO0uAmzFcfV/4QAghhBBCCCEkHiiWkGjQsVKTsbdhcna4ApgRSP0eeurOktn1GK6rVZudJekwVTkrYu7hCEGd1ffzHjhLlHh5UqfgfQAxXM8/OAyglViSOkv6/dxwYeU9hstOLLlMnmEj4RYDN5+McStx2N0fYBSXdpYkYuSxOkvUe412M/b4OUMIIYQQQgghJC4olpBo0AXvs5G3AuxNTkTSTOec93s16tIQlwDgLBkSXrUYw7U2hlfHGsNVZ/W9+tndXmK3j/M6XDZylvTfvfX8w4Oz5JkkhkvdZ0fpLGkqluiCdzsh95HRV+JaLD/kkveyzpIhxo5lyRa8TxjDRQghhBBCCCHEMxRLSDSYsT9qGNR0mFzaWdLjQS6QdieolddnncRwpcOr2ZGKJXnXWBXm8DnW67CJWJI6S/orLJgF70DqLFkdUWfJOifGsA63T5IYLkdnyYVDubviKVXyPsBoqqzTR4kli80Oly2K5F2RvR6P9T2HEEIIIYQQQkg4KJaQaFDD2bkhlgDNBiHr3WGb5vZSZ0m/ByzaWTLtLoZL9ZNMJyPDWTL8Fc4m6zoxXMbPxiooLI684P0FLZacAkhFIzpL3EmdJXZiyWPDWeLKU0lvyf3LATpLMmLB2WyiBaXPPlx2tl9tkRWm2VlCCCGEEEIIIcQ3FEtINFxzlozNYXL9getmexiiXCt4H/spj++a5TYjlnQQw6WdJSOB6WQYx9WVdSYaxobJeISRuP77sZF2CLm/TahOhb52luz2Ei8kPRBPJzFcqmfmmDpLvIklSWfJ49UWewun4OXqcIzpLLmO6tkyz8cx9ZboZ+0k01nS84UPhBBCCCGEEELigWIJiYZFEm9zOh1f6xhpMkzOLXhXEUE9H7BkC7iVs6TNle/m8Z2MDsd1u+/3cXWlTsE7EL+goGLeTms4S/reWfLS4xV2e4nxSOhh9FE6SxJn3ryhWHIrieGSMu0jKePx6uBAqSOW3D2izhIAuJeIQy8OUBzKssm8nyvRhAXvhBBCCCGEEEJ8QbGERMPKiJUSQngpedfDlYIYrj6X4qbOEhXJchjmXrYYw6WcO9PJyDiu/T2mdUgL3t2KqLVoF+mgr1HB+7jfnSWqr+TexRzjxAKkRMnlMXWWbK/HPtXlZDrWgotNb8njxFlyPne/9lQM18tDjuE6UmfJpqCzZNug14wQQgghhBBCCDGhWEKiQcdwza4PQpqsTk9XoqaDbLVdKfs9ZLnZWXJYhb3a7rFr6XWZw6uhxJu5kl3tbEvs7ovF+vr15YKKrIr1tVWRLXcHUtGIMVz1UL0lDyzEkssmnSWJ0+L+AJ0W6nzMx8cqliSxmpNsZ0k/nzOEEEIIIYQQQuKDYgmJBl3wnsQT+Rgm6+FKTgxX0213zcqILQNSZwkAXK3bcZeYYtSx5sevMwM8W+aTuN0Xi019sUQ7S3p6LbyQlGU/Y4glJ0colqw8iiV3HErelVhyq5ZYksRwDdFZkhfDdURiSTZWU7/n9Ph9nBBCCCGEEEJIXFAsIdGgVrKrjgQfzpK88m1TOOnzYD8dZh9ez3ySloYvWip5V2LUZDw6XrEkETuG5izRMVw1OkuUs2TV08gq5Sx53e2bzpLtXh7NNb7e+YnhAoDbSW/Jw4VNZ0l9Z8ndQRe8H3lnyTYrliSdJUdyPxJCCCGEEEIICQ/FEhINy4xTwkdnSV7G+3gkIBJRIdZBtQ3ZGC4hhI7iumpNLEmHVzMtlvQ32qwO6vU6iyW61yO+a3C/l3q/6nWWHH6nr/E4ec4SJQABx+MuCRHDZeMsebxsEMOVdJa8crXBtqfXXxHqnlTuS+C4nCXZWM1j7ckihBBCCCGEEBIOiiUkCnZ7qQerJ1mxpEkMV46zRAiRulZ6PEzLxpYBqQvgsuUYrtlYYHKkq3zV6527xnAl13mMgt3SiAY7mbq/TfTfWbIAcL2zZD4ZaZF1QbHEmdsniVhi01mSPL8uaoglrzmbaYfdy1fDiuI69hiubGfJZNT/93FCCCGEEEIIIXFBsYREgblSWztLPAga5jDfxEfEV9doJ44Rk3Se/HtbMVxmhvzxxnDVK3ifRyzYLQ2R42RSv7Mkxtdmw/Oq4N2I4RJC6GOxXPfzdbni11mSxHAtbWK4Ds+vOmLJeCTwxFnSW/J4WGLJKscpqcSSly7X2O2H7bBYMYaLEEIIIYQQQkhgKJaQKDDFErVC34ezZF0QkeQj4qtrdAyXMTg7bT2GKz2+xxrDtc5Ew9ii3RcRFrwvtGtphNHI7XUB6f216qEDQ0qJ53UM1+m17ylhchnhOQuBurbnXjpLHJwlDTpLAKPkfUBiiZQyFa+M8/Hk+QxCHNyZrwzMSZNlkyl4T2O4+vs+TkgRQoinhBDvFELc7XpfCCGEEEIIOSYolpAoyBvO+nB/6OHKJF8s2Wz7O9jPdpYAwFkyzL1qKYZraxzf6eQ4V/nWXX0fs7tJOZNOavSVAKng2Ucx8sFio501r709v/Y9JUy25dzqmq47S+o4SwDgqXPlthhONJUpQpvnYzoe4cnESTP0KK5sZ4l2M/b4fZyQPIQQfxHAxwH8XQB/kHwOIcSXCCE+JIR4RQjxw0II99UMhBBCCCGEkFIolpAoUIN/M1IqdX/UH0xmV6IqpuPm2+6a5fZ6xwtgiiUtF7yPRHpMIxz+m7xyucY/+vCn9er1pqRRb45iiXJfRHi89P1YUyzx4QrrCuUqefJ8dkMsOlHOkg4cM+/96GfwQ7/yO5CyvcFwmM4Smxgu5Sypd/0pZ8n9ATlLTOEx2490LL0l2WfttOdxf4TkIYR4DYAfBfCfSCm/AsBfBfBDQog5gPcA+DCAtwH4YgDf3NV+EkIIIYQQMlQolpAoUCu5zX4ELwXvORnv5ucxDqptyRtoty2WmDFnfeks+Yn3fRLv+ocfwS/8mz9svK3dXkLVBLgOlOcRCwp54qUL8+Q+7uP99VzSV/I6o69EoZ5PXRS8f/8v/3v82L/8BH73hcet/c1VTSEwj7SzxL7g/dZJPWfJ3YvEWfJ4OOKB+ZzIno9jEUuysZrsLCED5RaA75RS/lby+UcAPAHgzwG4A+C7pJSfAPA9AL6lm10khBBCCCFkuNSbRBDimUWes0SvGq2/kjrNeM8veO9rv4aUUh+zk2k6ODvTnSXtxHBttkYMV3KMt5GXDKsB6n0Pg1RzgOla8B6zYLfIiXhzIWYhqApV7v7MnZtiie4s2bT/ulQ01WVL9zZgOkvqXQcmtp0lUsrmnSXnw+ssUediMhI3eoTuJeLQiwMSh/LYZJxO6n1829P3cULykFL+IYCfBQAhxBTAuwD8EwBfBuADUsqr5Ec/ioO7JJfEiWJmSd4KssOEEEIIIYQMDDpLSBQsjc4SRciC92mPh7nAIXZEpfHMI4jhmo37E8OlIltWHgbeZvyLq1gSs/si7Syp9xYx10JQ/2Luni9zliTHo4sYLiVgbVq8XnzGcN05tRNLVtu9FrHrF7wPr7Ok7Fwci7MkG6s5ZcE7GTBCiC8D8AKA/xzAdwK4DeBZ9X15yGTcCSGeKNjEuwE8MD4+HXSHCSGEEEIIGQgUS0gUqOFsbmdJkxiu7fXhimLek8F+EebK9uvOkiQmqO3Okh7FcKn98yFSbK6JJW49qzH3eqg+nKPsLClzlky76SzZ7PbasdVmP0OYgvdyZ4zZJXQ+qyuWJM6SywE5S5J+LYolwGxyveCdnSVkoHwUwNcA+G0APw1gCyB7ky8BnBX8/g/gENulPt4QZjcJIYQQQggZFhRLSBQscvo3fHaWZMWSWc9XpK6S4zUS1/PrT5PhYltRPZvczpK4I1HU9eTD9ZDGvI0gRD2xJEb3xXLtp+A9RtdMFarg/ekcsUTFkrXdWWKKM20KUGufnSVJ/8jj1Rbbkufu5Sq99sYjt3tKcfdieDFcSiDPlrsDxySWsLOEHA/ywG/iUOL+dQBeBnAv82O3AOQ+6KSUKynlQ/UB4FHI/SWEEEIIIWQoUCwhUaAikcyOhLSzpP5gMrsSVaGGLH1c+Q5c75Qwh/TnHcVwTcbC6IGJ+5iqaDafzhJXVwkQd69H886Sw+/F+NqqUM6Sp3NjuLrpLFl0JZZsiwf0rtxKOkuAg2BShPreRc1ydwB46nyABe+7YpfPsXSWrDJO0b4I9IS4IIT4aiHEDxtfUg/M3wHwduPn3ohDJ8nLre0cIYQQQgghRwDFEhIFoZwlRZ0letuRD/aLWOaIS4DRWbJqu7NkhOmkH6t814mTw0dnyaZkgFlFzFFVTcWSPjtLnnuwAFAew9W6s2SdHse+xnDNJiN9/B4uisUS5Yq7qNlXAqQxXJfrXWuRhKExXWxZjsdZUiCW9PA5Q0gJvwPgrwohvk0I8bkAfhDAPwfwywDuCCG+Kfm57wbwq1LKYTzkCCGEEEIIiQSKJSQK1PBxbvRvzDz0iqjBeHbA1Jcy8iJULM9JZoh5lsRwXbU0zDVjUSajfqzy3WhnSfNjlF3p7ELMBe/q+jqdNSt479v9dbXe6k6N1+XGcCUiUMtiSWfOkgZiYB63Tw/Pp4fL4pL3x8nxP5/XE+qAg9Ci9nkoJe+pcHXzuCix5MFiE2Wsny82mVg47RCNXKAnxAUp5WcA/HkcSt1/G4dOkr8spdwC+DYAPy6EeAHA1+MgmBBCCCGEEEI8QrGERMGyzFnSYPiuh/mToTlLErFklu8sWbTUWbI2Vvr2JoZLd5b4cJYcrq+hOksaF7zv9pAybvHMREVwnc/GuJXjbOjMWWKKJV04Szx0lgDA7SSK6+GiRCxJYrjqlrsDgBACd5JC+Qclf6tPlLl87pxOtXBwf0A9LVm0syRxMfblPYcQV6SU/0xK+cVSyttSyj8vpXwx+fovAvhCHESTt0opf7vTHSWEEEIIIWSAUCwhURC64D077FMr3/sa36FjkjKrjE8TseSy7RiuiehNDJfaPx9iSZNh8nwcf8F7/c6S9HjE6Jwpwix3N7uAFHPdWdKds6TNZ9bKYwwXANxOBIwyZ8llIpbcatBZApiD9P6IdWUokWye86wRQqS9JQON4pJS5hS8H/65l8BuP4zzTEgVUso/klL+khJQCCGEEEIIIX6hWEKioLzgvblYko1JmnrYdpeknSXXX9d5shq+rZXv22R4NRmNrpXtxuwmUAKHD0dH0fVlg4qci/EaLOrEscUcrsf4+orQ5e45EVyA6SzpsOC9VWdJEmPoSyxJBJCyzhLtLGnQWQLE7dyqQ1V/zNB7S0zRSx0D0zEau0hPCCGEEEIIIaQfUCwhUaBKeE9nec6S+oP/te6UuL5K3EcfSpcoN0J2mK2GuVdtx3BNRtcEg5hXc690DFdzQalJp0PM12DjGC7jWli1LCw04Tklltw+zf3+SUfOkuW6484SXzFcFtFY3sSSgUU0USxJz2O2syT7fUIIIYQQQgghpC4US0gU6IJ3YxDkY5icje3Q2x5IZ0l2mK06S65aiOE6xKKkYtRs3I9VviFiuLJinA3KWRJjTJWOeasplgghenmPvaBjuOa531eF962LJVvTWdKeEKmu77knZ8kdhxiuCzpLrrGqEK6OSSzRMVyjfgj0hBBCCCGEEEL6A8USEgV6+J/nLPEQw5VdjTuNeFW/DYuCTgm1GvtqswsehbXbS6g/MRuPMDEEg23Egyt1PflwPDSJ4ZqND+cuxmswvR/rv0XoTpaWhYUmaGfJnQJnSdIRtFi33FmyTq+Rtq6X7W4PVQPhL4bLpuD9cGybiiVKwIxRjKxDpbNEdZY8Xra2T22intsjAYxHh3M7GglMRv3oyiKEEEIIIYQQ0g8olpAoCFHwvt9LbJNpX3Y1rtp2XwcsS7XiO9NZosSm3V4GX9FvruSdjkd6aAXE7SbYeIzhKhLjbFC/E+Mwt8i55ELMnSxFaGfJ7fzOkpPk/lp6uHZcuNZZ0tL1Yp43fwXvSWfJsjgm8NJzZ0lfn/FZVhX9MUN3lqQuvmEtfCCEEEIIIYQQEhcUS0gUlBe813MpmMO+aWbANO95RMuyICbpzPg8dBTXOhOLIoToRU/AOkAMV51Oh5ivwaYxXEDcnSxFKGfJMwUF7105S5bXCt7b+dvmefPWWWLlLFExXPWvPWB4Q/SqSLShiyVKnM9ei8pBFPN7DiGEEEIIIYSQ/kCxhERBCGfJ9Yzz650SepDW0wHLMhGXsiv/J+ORPm5XgeOPtjnHN/bB1aFn5TB08yKWqAHewJwlRTFvLsyT343x9eWx2e1x//Fh0Px0gViinFvLlkvrTbFks20n4k49d0fi8FzxwW2LzhJfBe/zgTlLrAveHw9VLEmcJQWRmuwsIYQQQgghhBDiA4olJAp0wbsRK5WKJfWG/tdiokbXL/V02/0csKTOkpu3sCp5X6yLo258oI7vZCQgRCKWRD6gNMWx3V5eE3xqba8gGsaGuRZL4uv0KBLjXOibs+Szj1aQ8iD4PXk2y/0Zdb+1XfBuOlnaEnhXFcP5OqTOkvZiuPoqiGep7iw5CHwvPloF76vqgvRZm7/wIdb3HEIIIYQQQggh/YJiCYmCvI6EpsMuNTyZjARGo6E5SxKxZHJzmK2iuC4Dx3DllZun0TdxDuuyq4+buh4aFbxHHMOVFrw37yyJPRrDBAAAIABJREFUUQzK4/kHCwDA626f3HheKNTzqXWxpMPOEl8RXIDZWVLsLFFiya3GBe/x3l91UOdjXnA+lLNkudlrd86QKHrWTieHe7Wv7+WEEEIIIYQQQuKCYgmJgrzhbNOV6WWr/pu6VrqmbJh9lgwZrwL3Kqx3N1f6TpMh83Yf5+Aqey01FksarL43Y7hiWwm+KBHjbOmbs+T5B0kEV0G5O5DGki02u1bP2TWxpKWhcOpkaNYdYmLXWXJ4rY2dJT0XxLNUOUtOZ2MtMA2xt6S4syRxlvTkOUMIIYQQQgghJG4olpAoULE/5nDWV2dJNrYDgFFEHteQ2hZ1vOY5MUkqhusqeAzXzeFd9DFcN8SSZoJSuvo+34lQxty41mO6DqWUqVgyq/8WEXMnSx7PJc6Sor4SIBVL9rLdc7YyOlJac5ZUFIrXQXWWXK53hRF4j1cHIeXCVwxXT66/KqrEEmDYJe957zdA/9/LCSGEEEIIIYTEBcUS0jnmcNars2RXvDJ6pqI7ejpIS1f+37yFVVRQaGfJNhlO9SuGKyOWNCzqXjeI4TKH0DGtfl/v9lCmiSadJfOeiSUvPFwCAJ4pEUvM47FoMYqr0xguj2LJrZNUAHm4vCnmbnd7LQQ3dZYMLYZrZRGLdnfAJe9Fz1rtLInUzUgIIYQQQgghpF9QLCGds9lJ7PaH6Wyus6RuZ8lWxXbkOUsOf6evg7S04P3mMFsNGRctxXBNzBiuyMt2s4P75jFcyTVWJ4bLGPqtWu7AKGO5To9J3vVlS99W9j/34CCWvK4khms6FlB1Jm2eM/NebuveKirUbsJ0PMJ5IojnRXFdGq/zfN4s/mseucvNFZtYtEE7SwoL3sW17xNCCCGEEEIIIU2gWEI6Z2lEIZmxP7NJGq9Rpx9Ar0TNGWTPej5IWyaDobyV/8qdcxk6hiunE0YJU7Ee1xvOksYxXIffr+MsGY2EHvTF5CxRLobJSNR6XQoVM9YXZ8nzD5Sz5LTwZ4QQ+p7rzFnSemeJ3/9MUFFceSXvqtx9Nh5di6mrw9CcJVYxXBcHseSzQxRLcpyM5ueM4SKEEEIIIYQQ4gOKJaRzlslq4pG4vtp+1jCmaFMSkaSG1H0Z5GZZlTlLZu3EcOUV7sbuLMkOTpsOUps4S4A4S9CVa6lJBBfQP2fJ80kM19N35qU/p+65ZcMINxeWHcRwqWdjWexTHdKS95ti7uNELGnqKgFMZ+IwhuhK2D3WzhIlTN/oLOn5wgdCCCGEEEIIIXFBsYR0ji53n44hRBqxYQ7p6gwIy8SSvg9YdGfJ9OZrO5u1E8OVd3wn2lkS54DyprOkoVhi0SNQxnwan/siLXf3E4PU1L3TBvu91J0lT5c4S4BULGnTWdKFWBKiswQAbp8enk95zpJULGnWVwL0T6yrQr2O+ZGKJUqYLnKWxOTOI4QQQgghhBDSXyiWkM5ZFKxk9yWW5HWWzBv2oXRNWWdJWzFcaeFufzpLstdR00H+KucYuBCjs6TofnSlT8Pql6/W2OwkhABee6vKWXJ4XcujieFq7vIwSZ0lxTFcFx7EkqEN0W3EqyGLJXnvN8AhLhCI9z2HEEIIIYQQQki/oFhCOmdRMPgfjYQehNQZeK0LVqKaX+vDIDcP042TRcVwhXaWbHMy5GexiyVZZ0nDKKVNw4HyfBqf+0LF4uW5llyYaWdJnNeCieoruXsxr+xpUWJku86S9Bi25iwJFcNl0VniQyzR7sEeXH82aGdJyflQnSUvPh6eWFLkFJ0O7DwTQgghhBBCCOkWiiWkc5YlkVJNVqeXrcTtewxX2TE7TWK4wneW3Bxepau544zhuuksaXb+i1Y726IG0TEJCsutH2eJKujugyD5nC53P6n82ZPkdS0D318m3ThLDn+zLPapDrdPkhiunM6SR0t/MVzzoTlLLArelSvqpccr7PZxPoPrUhR5OGPBOyGEEEIIIYQQj1AsIZ2jY39yOhKaiCVqpWmZs2Szk9j3bKi030s9XM9zlpzpgvcOYrgiX+V7w1nS0NGxadjrEGNU1WJdfG250KfOElXu/rrb1WKJek4tW3pdu728dn20dW+F6yxpx1kynSSuxIjurSbYiCVPns8gBLCXwMuX67Z2rRWUGJJ9/er9ZyiiGCGEEEIIIYSQbqFYQjpnpVwSOVFGswarg20K3utuu0tMF0K5WNKFsyTu/HjvBe9J1FvtgvcIo6qKYvFcmUcoBBXx/IMFADtniXLMKFEpNNlulNY7S3zHcJV1liTPLC8xXOPE2RTps8gVG/FqMh7hqfMZgOH1lqwLFj/E3pNFCCGEEEIIIaRfUCwhnRPMWaKHSzcjkswBYN+GLObw9CRncHbWVgyXGl4Z+zAdHf59G6lb50YMV8POklWJIGdDjM6Spe+C9x7cX88/OAyWnZwlLXWWZP9OW244GydDHW6fHp5PD3LEkscrfzFc2nEQ0b3VhJWleHV3oL0lhZ0lyedbxnARQgghhBBCCPEAxRLSOWWxP806S4oL3s2BU9+GaSr+ZzoWmOS8trZiuHQsiuksiTz6Jtul0jiGK0cwckG5FGJylixLxEsXtGumoSDVBs8/tHeWKIGyrYL3vL+z2Yc/pqtAMVx3dAzXzefT46WK4Wp27QH976XKYite3Ut6S4bmLNFiSWbxw9DOMyGEEEIIIYSQbqFYQjpnWRL7EyqGazQSmIz6mXW+WBfHlgEtxnAlA1t1HIH4I1F8F7wXlQ7bEqOzRF9fR+QsUQXvTzs4S1YtO0tMp08b10swZ0lZDJdHZ0mM91ZdpJTWHTJDFUuKYuHYWUIIIYQQQgghxCcUS0jn6BiuaXG3iO+Cd3PbqneiLyyTlfrzgmG2iuFaBI/hSpw7xvBuFrlY4ruzZF0S9WZDen3HU4KedpY0e3vQrpnInSVSSjyvxBIbZ0ly37XmLEmcdyq+CmhZLPHdWVJS8O4zhquJ0B4b272ETN6m5uNyEXOwYkmBUzR2gZ4QQgghhBBCSL+gWEI6Z2XjLKkVw5WICgUrcad6mBbPoNoGFcN1Ost/XcpZchk8huvmMDUdXMUpQN3sLPETwzWrGGAWEWPBuxLjGneWJNfCKvIh5qPVVruwXMSSZUsikLrfz2eTVt1w4Z0lN59P6pl168Sfs2QT0b1VF/P5MK8QMe8daWdJ3xY9EEIIIYQQQgiJE4olpHMWJYXSTaJ81nq4kr/qP13V368hi44tq4jhWm722AUsgt7kHN9p5Ku5fcdwrQty9G2ZRxgVVHY/ujDTnSVxi5EvJK6S2ycT7coqQzlu2nOWHP7OfDpu1Q1XJTbXRTlkFpvdjev+8SoVhprSpxi4KszjVOX0SZ0ly6D71DZ57zfm53SWEEIIIYQQQgjxAcUS0jmLMmdJoxiu4oJ3oL8xLWUdLwCuDXxDDnTXOSt9J8ngahvpMVUDNZHM2xqLJRVRb1XEXPDetLNk3pNhteoreebOqdXPn2pnSbsF76fTkSEAhP/boZwlF0bE1qNMFNfj5HMfMVzqnozp3qqLOheTkcBoVC7MDjWGa1PQ2RK7QE8IIYQQQgghpF9QLCGdo+Js2ix4B/pbAJwer/zXdTIdaTHgKmAUV97xnUUew6UGpxeJoLRq2BWiXmfjgveIBn264H3mqeA98vtL9ZW8ziKCC2hfLNEF77NxqwJAXsyeDybjkRZMHi6vP58uE2fJhcfOkiE4DlyEq9cOVCxZFyx+YGcJIYQQQgghhBCfUCwhnROs4L1gJaredk+HLFUr/4UQOFMl1AFL3re6cNeM4WqvU6EO6lyrToSmg/x1xTVWRZNOnlDoTpzGzpL4XDN5PP8wcZbcthNLWu8sMWL32hQjV4GcJcAh8gwAHi6uO0suk4L3C4+dJTHdW3VRTiKbc3Hv4nAdP1xuWxP02qBIvItdoCeEEEIIIYQQ0i8olpDOKS14bzDwquosUT0TfRumlTlxFKeJc0Kt1A5BXgzXNPJSZXWu1TC2ySB/t5e6E6Z+DJdyCsQz1FQCm6/OktjvLxXDZVPuDqT3XdudJSezcasdN6FiuADg9mlS8m7EcEkp8Thxwp3Pm117QDpE30sE7W5qAy1cWTxnbp9O9M/dH1DJu3YyZmO4JuwsIYQQQgghhBDiD4olpHMWRsxMliYr7zc7u86S2Fe+Z7HplFDDxsUmZAzXzeMbeyRK6iw5DGtXDdwB5mus7SyZxHcNptdXs7eHGIWgPF546CqWHF5Xe50lh2vjdJrGcLUilgSK4QKA28n998Bwllytd5CJpuElhsu4J2MX7KpwEa6EEIPsLUmdJdmC936IsoQQQgghhBBC+gHFEtI5euV0mbOkxvB9vS2PLlFfj3WwX8RCx/IU377KFXAVMIZLuUfMlb6xR6KsMzFcTQb55jVZ5F6qYh6lWJIO55tguiCkjPN6ANydJadtO0s2qdOnzWdWWGeJiuFKxVwVwTUSza894LqI2/dBuuu5uDtAsWRdsPhBfb7tuXuIEEIIIYQQQkgcUCwhnWNV8B7AWdLXFamrEieO4iz5XsgYrryVvpNx3JEoqiRYrVxvIlKYUWP1C97HyX7Fc7y0GOep4H0v4x5kPv9gAQB42rGzpIkryYWV4fRp04nUdgzX45WK4JpAiHrio4kpYMbaoWSLq8vn3kUilgwohktdj9n38752jxFCCCGEEEIIiROKJaRzlpvijoQmzpKiQljFvKfOkuW2urPkPBEDgsZw5fR1xB7Dtc7GcDUYOpudOHWHuzH2eiyMQvEmzI3fj+n1mSw3O7xydRjYP2PrLJl15yxRAkAbw3/1N+ZBCt4TscSI4VLCro8ILuAQR9Xk/SMm1P1jey6GHMNV5CyJ9RlDCCGEEEIIIaRfUCwhnbMo6UhoVPBesBL1xrZ7NkhbRhbDNTGOb/QxXEnslo7hajDw3myblbsDcfZ6LNfVziUbTEdCTDFjJqqvZD4Z4U7idqhCiUiLgPeWiVnwrpxImzadJePmkVhZ8pwlj1aHfz/3JJYAzZyJMbFydPkMWSyZTbKdJXG7GQkhhBBCCCGE9AuKJaRzrJwltWK40pX/efR1Raoans5LnCUqhuuq5Riu2J0lSsTxEcOlo3EarLyP0Vmy3Bbfjy6MRwKTUeKEiOj1mTyf9JU8c+fE2h10MksK3re7VrpYrnWWjNsTeIPGcJ3kdZYcXqdXsaSn7sEsqbPE7p4cpFhSsPhhErlATwghhBBCCCGkX1AsIZ2TOktKOktqxXAlK/+LCt5bHDz6RMVwlQ2zz5KBY1BnSU4sSpsxQXVQQ0cvYkmFc8mG2AreN7u9vm98lGzHKAaZPP/QrdwdSJ9TUrZz3sxOp3mLx7PtzhJV8H7Lo1iin0eRXn+2uJ6LQXaWFHSQsbOEEEIIIYQQQohPKJaQTpFSlhe8e4jhKuosmUY+yC1iWSIuKc5UDFfAzpK84dU08pXcG91ZosSSBjFcjqXLecQmJiyNWLJ5TiyeKzHGjJk8lzhLbMvdgesiUhsl78u8zpIWrpeVB+dUEXmdJWnBu7/Yr75GLWZZuRa8D9FZUnA9TieM4SKEEEIIIYQQ4g+KJaRTzJXZeR0JTTLni4YrPrbdJcuSjhdFmzFc18SS0eHft5FGoqhzrcSSzU5it6+3r1XXlw3zyIa5SrgUwk+x9ywy50wWFcP19J1T69+ZjkcYJ/FibZS8m867tob/UspKsbkJt0+TGK6lGcOlxBJ2lmRxdZa81hBL2oiKa4MicbqvcZqEEEIIIYQQQuKEYgnpFLMkOa+wvMlwcJ0zzDeZR+6CKMLKWdJCDNc2pxMm9lW+a+0sScu86w7Z0hguu66LPFQHQRsOBRtMF4Nth0cZvRFLbs+dfk+5S5YtiCX6nMzGrTmRzP6HkM6SBznOkguvMVzDGKQ7x3AlYslqu8ejVTh3YZvkifOAGcM1DFGIEEIIIYQQQki3UCwhnaLKpKdjoYtaTVjwfhO1+r+0s0Q5S9bhBmWbvBiuyI9p1lkC1I+IqhLjbIgtJqisP6gOSgyK9XpIO0vsnSVA6upq1VkyGaX3V+Drxdy+D4dRljunZTFc/sSSvgriWVzFkpPpWD/jhhDFJaU03m+uv59P2VlCCCGEEEIIIcQjFEtIpyhnSdFw1kfBe1GMTGyDalvUSvOyTgklpIR0luSJBbGv8lUDtdPpWEcp1XU96OvLQwzXqoWhuw3qfvRR7g6k10OsnSXKWfKMQ8E7kD6vWnGWrG86SzaBxSdT3AoSw5U4S1bbvT6GlwGcJbF1AtVlvTscI5dzMaTeEvM9eprtLEnEk+1eDiZyjBBCCCGEEEJId1AsIZ1SVu4ONHSWbMtX/qfb7teARblxylb/q9XZi4BiSdrZYcRwRb7K11yhPW84SF1XXF82xCbY2fThuKAEvRiH1dvdHi8+PgySn64plrTpLDmdjjFvy1mSnK/JSGA0ah7HluXWyQQq5e1R0ltymfQrBYnhiuT+qos6Hy4un3sXwxFLrsXCZTtLjGMSq0hPCCGEEEIIIaQ/UCwhnWIOAvNoIpZo50PBgKmvg7TFOhGYJsViyWkSw3UZMoYrRyyIfZWv6YbRro6argclCDWJKTKdOPuaRfM+WRj9GD5o4gwLzf3Ha+z2EuORwN2Lep0lbXTNmIJyWzF3rrFProxGQosiD5eHKK5HIQreh+IsqXE+huQsMZ1URZ0lQLwiPSGEEEIIIYSQ/kCxhHRK1Ur2usNWKaUxGM9fGd1WpI1vVhYD7TO18j2osySnsyTiVb5m7v3BWaKilLpzlswNkTAGQUHfjyVCnAvzFkUFV557sAAAvPbWXEey2XLakrNESnmtR6YtJ5KOfQoklgBpFJfqLUljuPxce0B/BfEsKiqwVgzX4wGIJcn5GwncuFenFEsIIYQQQgghhHiEYgnplGUgZ8luL6GMDfNx/rbbirTxTRrDVXz7qtXZoTpLpJTY7JOoHkOMmo7iHVxdy70fj3REVN3OkioxzgZz+Fl3P3yihKNjcJZ8Nllx/9rbbhFcQBovFrqzxLwmzM6S0E6JOsN5V26rkncdw6XEkqm3v9FXQTyLjuFyiMcbkrMkrx9LMR4JKP0kxucMIYQQQgghhJB+QbGEdIq5ajqPusNB09UwneQPs9XX+xTRst3t9WvrMobLFKNmOTFcQHxiiXlNzCf+YrhmDVwY07HQ3Q0xlKBX3Y+uxFZgb6JcV3WcDG05S0xn2Mlk1JpYEjqGCwBunyQxXImz5LGO4fLnLOmrIJ5ltavhLBlgZ0nR9Tgx4gwJIYQQQgghhJAmUCwhnVJZ8F4zoz/rIsjf9vjGz8bO0jgOpQXvs7AF79fEKOP4jkfp8D+247rO5N6rGK7azpJtc2eJEKL2NR4Cdb34FktiuxaAVJya1xC71PGpG+Fmi3KRzcYjTMaj1mKlWhFLtLPkulgSpOA9gnurCen5sL9Wh+Qs2VSIRbr7qefnmRBCCCGEEEJI91AsIZ1iXfDuOBw0XQ2Tgj4CNeTu0yDNjP0pKxZXzpLtXgZ5fUVilBBCfx7bKl91TYxHAuORMFwP9Y5P1QDPlphKqNP70c9bw6zhMQ6JEsnK7qMiTrVY0o6zRMUvqX0N7dpae7q2y0g7S67HcAUpeI/sWeRKk4L3zw5ALKnqh1Lv5bG5GQkhhBBCCCGE9A/nSYgQ4ikhxLNCiDcmn3+zEELmfHyzxba+XgjxKSHEZ4QQf8l570nvWa4rCt4NsURK+4GXOcgWorzgPYYhtS1qODufjDAqKaU+MzonrgJEcW2uiSXX9yPWVb7rTA/DrGEM17oiGsaWpg4Xn6wqxEtXonaWVLjayjhpqbMkKya35UJaNxCSbLl9ehBFHiw2WG13Wly9OAkglkRwbzWhiVjy8uUKu32/xSL1flMYqTmQuDVCCCGEEEIIId3jNAkRQtwF8F4AbzS+/HMAnjA+PhfAfQDvq9jWlwD4WQD/M4CvBfC9Qogvctkf0n90wXtBobQqZ5fy4JKwZbM9/GxZRNKspVXaPqmKLVNMxyM9WA1R8r4xys2zYpQ65tt9XMc1W8iedpY0jeFqKpbEM9DVnSW+Ct4jem1Z0hgu9/Onjk+omDtF9vnYVqxUO50laQzX5So9jipC0AeDieGq4fR56nyOkQD2Enjpst/uEiWkFTtL4nQzEkIIIYQQQgjpH66TkJ9PPjRSyrWU8lX1AeCbAPwTKeUnK7b1rQB+TUr5U1LKfwfg7wD4y477Q3qObcE74DbwWu8O252WDPtmPVyNutyUO3FM1IA1hFiyTYZSk9HN/ZjoAWVcg6ts7n9TR0da8O5HLInBWaLvxwal9SYxuWayNInhUscndMG7FkeTv9dWrNTa07Vdhu4sWWx0BNfpdIxxiWPOlT4K4nnUcfqMRwJPng+jtyTrCsyizvO25+eZEEIIIYQQQkj3uE5Cvk1K+beLvimEOAHwHQB+wGJbXwbgXxif/waAP1H2C0KIuRDitvoAcMvi75CIqXJKmM4QJ7EkGdSXrcTVg7QIB7lFLB1iks60WOI/hivr0jDRMVyRDa7SgVviLJmqPo2aMVyenCUxuS/U/Vjk9HJlFpEQlEWLJTViuNTxCV3wrpwrysmSXithRZpVxXDaB3d0wfsWj5b++0qA9F6P4d5qQl2nj+4tedhvsSR1MpZ3lvRp4QMhhBBCCCGEkDhx+j9vC7fINwL4gJTy9y02dxvAs8bnDwG8vuJ33g3ggfHxaYu/QyKmquB9Mh5BLTR2GYRUDVeA+uXxXWIbwwWYYkm4GK684V2sZbvZfW7q6Eh7cZqthE+vw7ADcBuq7kdX5g17YUKy2jSI4Zq03Vly+HttdTO0E8N1EEYeLja4TATdi7mf607Rx2d8HnWdPl/42gsAwG/+4ave96lNysT5w9cZw0UIIYQQQgghxA++JyHfDuDHLX92C8Bc7rgEcFbxOz8A4I7x8QbXHSRxYeOUqLPy3iYiSQ1YYlz1XoQueLcSSw7DyCAF79viDPlYy3azTpCmEVG+ooq0oBDYpWDDcm0f82ZDTK6ZLE1iuFJnSbsF73Pthgscw5WJrAuBjuFabvA4ieHyWe4O9DNqMQ8l7Lk6fd755qcAAO//xH3v+9Qm1c6S/rlECSGEEEIIIYTEibfJhBDiLQDeAuBXLX/lZQD3jM9vAViX/YKUcgVDYMkWS5P+YdPBMRuPsNzsnQZeVStR1XaB+BwQZaSdEt12lqxLhlexrvLNihtNXQ/eY7giuA6rOoRciTmGSwuPNQQBdXxCd5asMuejrWulTqG4K7rgfbHVnSU+y92BtLMqRrHOBXU+5o4i5jvffBcA8Jt/8Cqu1lstoPeNqsUPfXwvJ4QQQgghhBASJz4nId8A4L1Syo3lz38IwNuNz78cwB953B/SA2yGs2p1s5uzpNj5oJj3cJCmnTgWnRLnQQvei8UoNaCMrWz3hrNk2uz820S92aAdLjE4S7zHcLnfu22RdpbUiOGaduMs0U6JwMezlRiu0ySGa7nB46WK4QrjLOn7EL1uh8znPnmK17/mFNu9xId+/5UQu9YKm4oOsgk7SwghhBBCCCGEeMLnJOTPAvi17BeFEK8RQuRN3v4xgL8ohPhiIcQ5gP8BwD/zuD+kBywtxJI6osbGYtW/+t5exjfYL2KZvK4Ti9XwOoZrFSCGq0SMmo5i7SxJBm7aWdIshiu7vbqoAeAqguO1CFbwHmFnicO9lCV1loQueE/2MTkfbTkl1g0iymxRMVzr7R4vXR5Mpd4L3nsoiOdRV7wSQugorl/vcRRXmZPR/HpsbkZCCCGEEEIIIf3DyyRECHEK4KsAvD/n268A+NLsF6WUHwHwdwD8Jg5F7QLA3/OxP6Q/6OGsTWdJjRiusuGS+b2+DFlWFrFlCh3DFWD1e5mrIu0sieuYqgL1eTaGq+bAe11ztXeWmAa6NuKlCzG7t5SAU8dZop5Xq66cJbs9pAx3f/nq4ynjYjaBStJ87sHi8LVQnSURXn+2SCkbnY93vkX1lrzkdb/aRL/fFLz+6UAcRIQQQgghhBBCuqfWZEJKKTKfLwDMbX428713CyH+TwCvB/Avkk4SckSoQumylewq6qlWwbuFs0Rt29dq+pAs1vbDbBXDtQjaWVIcwxVb2W62lL5xZ4m3GK543Be+Y7hi6mPJokSyOu4JJVaG7izJdjplBd7ZJExvly8hsIzRSODWfIKHyy0+8+oSQIAYrkn/h+jbvYTSxeZj9/vyHW869Jb81h89wIOrDe6cTX3uXitsKjrI1H3Q5/NMCCGEEEIIISQOwk1CLJFSflRK+U8plBwny61FwXuN1elpP0XxMNH83mrX/aDahvR4VQ/NTpMYrstVu86S2TjOwdUqI6DNp01juPysvo/JWeK74L2peyckurOkRgzXaUudJVnxyhQvQgpQqxY6S4A0iuszrx6cJd4L3lXEXQT3Vl3M50Kd8/H0nRO86d459hL44LP9dJdUiXfTATiICCGEEEIIIYTEQediCTlubJwSsxoDL5uCdyGEsfI4rsioIpbJ0NlmmH2mnCWbEJ0lxcPUWCNRtICWjeGqOWCzEeRsaNqd4pP0fvTz1jCP2VmyvR7L5kLaWdJODJf6e9ecJQGvl/TaDiyWnGTEkrlfd1/MziZbmoolAIzekp6KJRXv5+wsIYQQQgghhBDiC4olpFNsOhLqRKlUZZzrbfdsRWo2lqcMJZZcBYjhUkOpySgnhivSwVU2mk2LFDUH3kNzluz3Ugs23mK4xuoYx3d/aWdJDWHoRDtLwnaHLDIxheORwDi550IKAG10lgDAncRZ8nB5EHRv+e4sGUAMlzoX5rl3RUVx9bW3pMzJaH592+PzTIiJEOLrhBCfFEJshRAfFEK8Nfn6jwohpPHx8a73lRBCCCGEkKFBsYR0ytKq4P3wPd+dJYdt92uY5hKTdNZRDNck0hguHeWS5NvPPDlLhlLwbh4HX/09SogbD/jpAAAgAElEQVSIcWW/Eh5rxXAZxyekI2iZbPvE2Mc2BN514roJH8N1XRw5991Z0jMxPA8fz5m3v+lJAMD/98IjvPiof4mnG+0KLOgsifQ9h5A6CCHeDOCnAXw3Dp2OnwLwU8m3/ySA/wLAE8nHV3Sxj4QQQgghhAwZiiWkM3Z7qYeopWLJ2H3gWlZAnrvtngzTVhbikkJF2gSJ4cpEWpnMIo3huuksaSaW2ES92RBLwbsZKXVSQ0DIQ0foBY6rqkPaWVLDWWL8TsjekmXGWQKkz7SgzhJ1bFqK4VJ4F0t6FrOYh4/+mKcu5vhjT98CAHzgk/1zl1QtftCdJT0+z4QYvBXA90gpf0FK+QKAHwPwNiHEBMCXAHiflPLV5ONRp3tKCCGEEELIAKFYQjrDHDKWOSXmDQreqwZMaqVqDH0RNrjEcClBJWQMV97wKtbBVbaHoalI4SuqqM71HQIllswmI4xqxv1kidlZsnLo/8kyGY+0aBGyt2SRKXgH6jntXGkrhksVvCsu6Cy5wcqTy+edb06iuHoolqxL3m+AVLSPTaAnpA5SyvdKKX/c+NIXAfg4gC8FIAD8v0KIhRDiV4QQn9fJThJCCCGEEDJgKJaQzjCHjGWru/VK6hoxXFWr/mN1QRSx3LrHcF0FiOEqc+5EW/CeGQDPp836NHyVYDd1uPhimTOYb8rM6K/Z7+MRz6SUjQregdR9swzYx5LX6dSGuGYrNjcl6yzxLZZMIxEim7Bu4IAyUSXvfewtqeogm44Yw0WGiRBiBuBdAP4egC8G8NsA/lLy7xsAP1Hyu3MhxG31AeBWC7tMCCGEEEJI7/E7mSDEgbQzoHwlu+50cCp4L1+Jqpj2bOWxKny26Vk4S2K4rkLEcJWIUcqts4nsmGYHwM1juIbVWaLLxD2KJXNjW+vdHicjf9tuwnYvobSbOp0lAHAyG+PRaquPWwgWOU6yNmO4ml7bVWQ7S4I5S3Z7SCkhhB/HVJv4Eq7+ozc9iZEAnr1/ic+8usDnvObUx+61gm3BO8USMkC+D8BjAD8ppdwA+Fn1DSHEfw/gk0KI21LKhzm/+24Af6Od3SSEEEIIIWQ40FlCOkOvZK8ok65TxG276j+WCCRb1Cp2mwLus+RnQgxztyV9HWpAuY3ISQDcHLg1jeHaeIoqqiMGhsAl4s0Wc9jetXPGxNyXec3Xq45TyBiuvGek7uEIeDx99GTYELyzxLj++tpbsvYkyt4+meJL3/AaAP1zl6TCdL7YlTqI+nmOCclDCPFnAHw7gG9MhJIsr+Lw/3HPFGziBwDcMT7eEGI/CSGEEEIIGRoUS0hnLNZ2ZeWz8eH7LqtGrWO4epZ1rmO4LIaYZ9PD4PEyQAzXpiSGazKKY/ifJRtno2O4agyd93tpFLw3W62unA1148B8sciJfGqKeWy6LrA3MQvn6w6hT3WMW0BnSY7bR4vHIZ0lHXWWnM/9Oo/M/Y/teWSLrxguII3i+vWeiSVKBKGzhBwLQog34eAi+WtSyo8lX/sRIcQ3GD/2lQD2AP4wbxtSypWU8qH6AMAyeEIIIYQQQiygWEI6w7Z/o05MUZpxXj7Ino7jHOwX4VJKrWK4Fpud976IdR9juAqcJevtIaLHhc0+fW2NnSXj8MNvG1xcS7YIIaJ0b62MmKm6ZfbqHgzlLJFSYrm9KSi3ER3YXmdJ6iSZjkXtSLQizP2P7Xlki89zkfaW3Hd+5nVJ2fsNkDpOKJaQISCEOAXwXgC/COCXhBAXQogLAB8B8P1CiP9UCPHVAH4UwM9IKa863F1CCCGEEEIGBztLSGeoVdNhxBK7zpJY+iJscVn9f2YMvRebndeImzLnzizSVb5qdXK2swQ4DONcBrXm9dK44D2JcwrpULBhEaDgHTgc79V2H2UMV5PV+uoeDFXwvtlJ7BKR0+x+aeP+aq+zJHWW+O4rAYDxSGAkgL3sjyCexafL522f/ySmY4HPPFjiUy9d4Y13zxtvsw2U0FVY8B7pew4hNflaAG9NPv6K8fUvAPDHAPwSDi6R/wvA97S+d4QQQgghhAwcOktIZ9h2JNRZmW67GnfWM2fJ0mGgfWIM/68895ZsMsKDSTq4imvl8k1nSXp8XAf55mtrXPAeyTW4tBQvXVHHOSZBUt1HdftKgPDOEnO7eTFcQZ0lO3/RT2XcMcQS330lir4J4llWHoWr09kYX/F5TwDoVxRXZWdJpO85hNRBSvmLUkqR8/H7Usp3SymfkFJ+npTyO6SUl13vLyGEEEIIIUODYgnpDNuV7Kr3wGWYXBXbobfdo0GalNKphHs0EsFK3ss6S2KNNttkBLTpWEAku+/aF6Je/2Qkasc4KWIZ5qpYPN/OEjVwj9NZUv+1nib34DKQWKK2Ox6Ja/dZG7FmrcVwBXaWAPGIkXXxfS7S3pL7XrbXBlUdZOp9nM4SQgghhBBCCCFNoVhCOsPWJTGrkdFvW/A+71F8x2YnoapH5pYDbSWWXK63fvcl2RFV5m6iBrvbyI7pOrM62ezTcC0fV9di0wguwCh471hMsI3FcyXKzhKPzpLQYsnJZAQhUrGkjcihtsSS89kYSmuksySf9Fz4uS/f+ea7AID3f+Kl3vSWrHflBe/sLCGEEEIIIYQQ4guKJaQzlpZl5bMaw+Qy58P1bfdnkGbG8tg4S4C0rNt/DFdxhnyskSibnOz/ukLF2vL6siGWa3Dh4FpyIZbXZ+LHWRJWLNHOu9n1fZwFdurs9xLbvV3nU1OEENpdEtpZ0tdBus8YLgD48s99DU6mI7x0ucbvvvDYyzZDk/fsNkndjHG95xBCCCGEEEII6R8US0hn2JaVz2pEbOhOjaoYrhqula5Qq+FHwn5wdj47DCBDxXDlZcjHGsOVllbf7H+oG8PlY7V3XXeLb0IVvMfy+kx8FrwH6ywpcPqEjpUytxvaWQIAt08CiyURinUuqP1u4oIymU1G+Mo3PgmgP1FcVU7RiRLEenqOCSGEEEIIIYTEA8US0hnpMLCihL1OwbtlDJfedg9WpJpOHDOWp4zTQDFcZcd3GmkkSp4bpGkMV1HhsAuxxFQpwSjrZGhKjMNqdb59iCVLR6HNliLxKnTPkulYaUUsOT2IJOdzv9edok+CeB7r3eE68OnyUVFcfSl531S4a2J9zyGEEEIIIYQQ0j8olpDOsC2UrrOSel0SE2XSp0GaOl4unRLhC95zxJJIy3bzehjqlo9XxcK4oLaxl932vITqLAkdG1UHJQzZdv/kcRrYWbIqiCkMHStlPgtDx3ABqbMkeGdJZM8jW9YeXFBZVMn7Bz75Enb7+BcK6M6SSb443feoNUIIIYQQQggh8UCxhHTGcp2fyZ+lzsr7NCbK1lkST0RQEXqY7TA0O0tiuHx3lmx14e7N4ZUeXG3jGsLllbLX7izZlhcOu2D2ZnQpKNjG4rmiXl9MgqSfGK7D7wbvLMmcj9BOpLXx7LR1sDVBiSW3AoklfRLE88gTeZvyxz/nNm6dTPBoucVvf+aBt+2GYp0sFCh63sbak0UIIYQQQgghpH9QLCGdYVvwXmfYla78Lx/2qcFjbIP9PNRQ9sQhJulMF7z7jeEqdZaowdU+ruGk2mdzQK56AFaOA2/bmDcbzCFolwPdZaDOEiWexdRZol5rE7FEibzBxJJ1/v0eevgfYjhfxuffPQMAvOHJsyDbTzuv4n/G57G2FP5dmIxH+KovOLhL+hDFpc5dcQxXv91DhBBCCCGEEELigWIJ6QzXgneXQchmZ7fyXzkj+jBkWSZDzBOHUvFQzpJ1yfGdRJofn+8sqRnD5XGgPB4JTEai1n74RDsZZn7fFrQgFdHK/tRZUl8YUvdh+M6S6+cjdM9S22LJd3zNF+LnvvWr8N98xeuDbH/eI/dgHqtA50NFcfVDLCkXp9WiiNjecwghhBBCCCGE9A+KJaQzUrGkw4L3Hq1IXVoeL5PUWdJeZ0msMVx6dfK1zpKaMVyeV3vHUIKur68GAkIeMd5jq637vZTlJFAfkGJZICaHvlZsIwx9cTab4J1vuYtJoL/HGK583pGIJR969uWoj81+L7HdF8c+Hr5+ODbbnrqHCCGEEEIIIYTEA8US0hm2sT9pjI97DFelWBJhn0IRRcPTMkLHcOXFnKX58fEcUyllroCWOkvcBt76+qqIebMlhu6cRY2YNxvSqLN4rgc/zpLD6wpV8F70fAwtPoVyMnRFerz6OUgPJZZ80etu4cnzGRabHT7y6Ve9btsnZpzjtOAYMIaLEEIIIYQQQogvhjENIb3EWiyZuA/fdUySbQxXj8QSl06JUDFcm5xIK0WM0WZmX8E1Z8m0nli2try+bFGiTahIJxvU3/bfWZIc44iuByXczBs4S4J3lhSIo1PdszSMzpLQxODaakKIzhIAGI0E3vGmJIrr4/FGcV17dlcWvO8hZT9FMUIIIYQQQgghcTCMaQjpJbYF7/MmMVwVK//rCDFdYXu8TII5S5JYlMmopOA9omNqDuqvFbzX7CzxWfAO1Ovl8Y2Kk/IulkxidJY0L3hX92G4gvdEvMo4feaBV9GHGs53Rd9juNR9E0K8UlFc7//kfe/b9oUpChZ2liRflxLY7SmWEEIIIYQQQgipzzCmIaSXhCp4l1Km/RQVA786QkxXqKGsy2r408CdJXkxXOp8xZQfXzRwm9cc5GtnjacBpo6a69RZ4h7zZkOMBds+YrhOp2EL3pfb/A6Z0E6JoTpLYhJvXVDve02u1SJUyfu//dSrwUS/pqjzNh4JjEcFnSXG+9AmovcdQgghhBBCCCH9YxjTENJL1Er2yoL3ZJC820urVaPmsKRqmN2nrHNbccnkvIMYrkky0NruJfaRrPJdFwzc0oJ3186Sw+uae4vh6j6qalEj5s2GOJ0lagDdxFkSuLNEOX1m1/cxtFNicGJJj6IW81h7uFaL+IK753j69gnWuz0+/KlXvG/fB6mLr9glajoc+/BeTgghhBBCCCEkXoYxDSG9RA2oszEzWUzBw2bgZa4grnKW9CnPvk6nRLiC94NYkNtZYpwvs5y3S9bb/IGbLh+PJYaro+tQSpk6S2Z+3xbmEUSMZVnVcGllCR7DVVTwHvh4KgdQiOF8F/TeWRJQvBJCaHfJr38iziiudYkwrzCf6309z4QQQgghhBBC4mAY0xDSS2w7EkzBw1UsqRpm98lZksYkdRvDJaUsFQvM8xVLJEpRD0PaWeJ2fHwPMOvuhy/Wuz2UCShYDFdEguTSQwyXOk6r7T6Ig6ooFq21GK6BdJZoZ1NE158L+tkVSLx6hxZL4ix5t4nUFEJowYRiCSGEEEIIIYSQJgxjGkJ6h5RSDyyrhrPmqtGVRe+BGi6NBAozzhVdr+h3YVXQYVCGiuFaeBRLtsZgOG+AZQoom0iOa5G4UTciamjOkuU6/bu+Y7jSqLM4rgXAcJY0GECbxynEayuK3VPPw2DOkoHFcPVJEM8jtHilxJKPfvoBHi03Qf5GEzaWz1r1/c02DoGeEEIIIYQQQkg/GcY0hPSOzS7tH6kSS4QQRpSKfWeJzSBbDaD6sBo17XixH2YrZ8nlyl8Ml1ncPsnJkR+PBJRGFctx3RQ6S+oN8tOC93IxzpZ5x6vfVZn4ZCS8CUCKroWgPFaWQm0Z5u+G6C1ZFMTuzQPHSq0GJpbo946Irj8XQp+PNzxxhs9/6gy7vcSHfv/lIH+jCVqYrnjW9l0UI4QQQgghhBASB8OYhpDeYQ4XbVayzx1KjV1W4sY4yC1CdZacVHS8mKjOEp/D3LVFzJle5RtLwbsWN/zEcKlBtfeC946uQ9tIvDrMOo4Yy8NHwft4JPQzJkRvSVrwnonhGoe9Vooi6/rKrOdD9HVy34QUr3Rvycfji+LSwrSts6Sn55kQQgghhBBCSBwMYxpCeoeKwRmJm6XbebiIGhuHjPfUWRLHUL+MpY7hsr9tVQzXZie9DVevd8Lkn7s0EiWOwVV1Z8lxx3AtdOG5f7Ekxs4SJdw0LTFXBfEhnCX6fu+qs2RgzpKYrj8X2hCv3vHmuwDi7C2x6Sw5fP/wXrTtwXs5IYQQQgghhJB4GcY0hPQONVw8nY4hhF+xZG25EtV1u11TVPhchrkq3VdvSZohLwrPXWxlu0UDYCUOOHeWJLn4WadKXboueNf348z/W0KMBdvqfDcVh5QTJ4SzJI3du35O2FniRp+iFrNImYrcTYW9Mt7xpoOz5GPPPcQrl+tgf6cOtosf1LO4rw4iQgghhBBCCCFxMIxpCOkdOlLKcliZ5pFXDyU3lhnn17e7h5Rxr0hdOB4z4DBgUsPVq42f3hJVoFsmRsWWH1/UY9M0hsvXau+uRbvlJlwMV9cRY3n4iOECUjEyiFhScE7oLHFD3fMxiXW2bPcSKskw5Pm4d2uOz7lzAgD4/Zcug/2dOti6+HzEcP375x7iZ/71s7pPjRBCCCGEEELI8TGMaQjpHQtHl4TL6nSngndjABV7FNeq5kBb/fyVJ2eJzfBqGlm8WaGzpG4MV0EHSl1mHQ9067iWbInSWeIphutkosQS/69NC1jZzpJJWIF37bmPp2t0wXskwq0LpiAWWry6d/sglrz4aBX077hiOhnL8CGWfO97Pob/6T0fw/sjjCMjhBBCCCGEENIOw5iGkN6xKCgvLkKX9Lp0ltiIJcbPxOKCKCIdaLvdtmdJb8nVyo9Yst1XD69iG1AqR9LNzpIkhstxkO+94H3araCwWLu7lmypK0iFRDtLGr7ek+T55SviTrHd7bXQqAQZhbqGpTw4D3wzNGdJ166tJlwTSwKLV/cu5gCAFx/HKpZUOUuaRz++nESQ3Y/sGBBCCCGEEEIIaY9hTENI70jLi+0uwXT4Xj0cdCnfNgeCsQ/TXKPLFGdz5SxpM4Yrrs4Stc83O0vqDVLXDlFvNszG42vbbZuQMVzpsLqbPpYs+72/HoiT5PeXnl/b0rgei5wlQJj7a3BiSWSRgC6ofR6PBCahxZJbiVgSmbNEX4+WMVyqT6oOyvH6eOXnvZIQQgghhBBCSP8YxjSE9I7l2m04W6/gvXqQPR4JjEdxDfaLWNR2lrQfwzUZxRXDtSqIcqnbWZJeY56dJQHinGwo6sfwQdcRY1nMoXlTJ81pIGeJub2soHPNDRfgmK489/F0jRbaGwzRu8JWKPDBvYsZgPhcFWvLWE0fAj3FEkIIIYQQQgghw5iGkN6ROkvshpVzndNvX/BuuzJaDVnid5bU65U4myYxXJ4GujYZ8lM9oIzjmG70avnrx65pDJe3gveOV7/XjXizQbt3AnVsuGIKUv46Szw7SwzxSojr99l4JKC+FOKZtS64V/qK2fHSN1YtunxidZZsLPuhfHSWKJHykmIJIYQQQgghhBwtFEtIJ7h2JNTpLLFd9d/1oNoGKaUenHUew2VxfGeRxXCtC8QN7SxxdHSkMVyexBK9H91EVbl2CLkwTyLGpIzDaaRcRCMBTEbNYtTU8fJd8F4mXgkhgj6zhhbDNXV474iNNs9FtGKJZcH7rKFYIqXUzpJHS4olhBBCCCGEEHKsDGMaQnqHa+yPy8BL91PYiiXJCuqYh2mm88FZLPEcw7W1iEWZRiZApc6STAyXLlbfObkeXK+xKuYdr353dXq5MDcG/jFcD7rcfXLTteGKEjMWnkWuqudjyNLyoYklfRDDiygSeUOgxZLIYrhsXXzpe049QXazk9jtD79LZwkhhBBCCCGEHC/DmIaQ3uEa+6NX3tt0ljg7S+KP4TI7DE4ch5innmO41jYxXHqVb/dOAqDMWXIYRu8lsN07iCWOUW9VhBx+2+Dq9HLBPOZdOWdMlLNk7iFyTB0v3zFc6n4/KXD6hBTX2hzQt4ESSGN+vhex1sJeG50lJwCA+4/WUcTlKZT4UfWsVS6/bc17wnyPZWcJIYQQQgghhBwvw5iGkN6xdHSWuOTObxwjknQBcMQrj9XK/+lYYOI4xDyfqxLq9mK41PfqDq58UySgmUNIl96Sle+C95rdKb4IWfA+Gom0FyiC60FFZvkYQCuxpG1niRYjA5SWtzmgb4PZOH7nYBFtunzu3joUvC82O1x6EtZ9YBur2bTg3byHKZYQQgghhBBCyPEyjGkI6R2uZeVa0LAYDtpmnGe3HfMwTQ14T2qULqteBV8DMBtXRdPBlW+Kho51XQ++C97nHV+Dq4BiCeDWORQaM4arKafTUJ0l5U6fVDz2P9QeXAxXD8TwItT5beNcnM0mOE/eK2LqLdlYCtOzhm5Gs9OLYgkhhBBCCCGEHC/DmIaQ3rFwFUvG9sNBPeyzHGSrIcwq4mGaEpfmNYbZZ55juJRgZddZEkecy7pg4DYapWXZLq6OVDBq1nmhSGPmOip435THPjVFXbddOWdMlDDkx1ly2IbvGK4q512da9aWteeIua5Rwu12L7F3iNqLgdWm3Ui0GEveU2G6/Fnr0muWh+ksYWcJIYQQQgghhBwvw5iGkN6hOhJOLYezLivvbTPOFalrpftBbhELx44XE98xXG6dJXEc0zI3zNyhD0dRJL7UpWtnib6+Ag3IY3SW+OhnOQ3VWVIhJjcdDJfhKjbHjnnPxxAD54LaXx/9OjbEKJbYdpBNGroZzXv48ZJiCSGEEEIIIYQcK8OYhpDeoTo4bIezLlFZthnnitQFEe8gzbXjxcR3DJfqISnrTlGOi1gEqLIBsBpEurg6No6CXBVdR8GpcmNb8dKVrp0zJrrg3cO5m4fqLKk4H2m0lH+nxGqgMVxA3M/4PFYtC1d3Lw5iyf3HEYklyslYcT3OGgr0Vyx4J4QQQgghhBACiiWkI5aOw1kXQcM241zR9ap+G1YVHQZlnM2Us8RXZ0kiFFjEcMXjLCkWN3S5umXvhJTSerWzLV0XvC+Tvxuqs6SOeycUurPEw2r9UM6SKjE5pLi23rbXk9EG05EhlkRw/bnQdn9MjM4S+4L3ZgLiIiOWSNmvyDZCCCGEEEIIIX4YxjSE9A49DHQseLcZttpmnOttRzbYz2PZIIbrbKY6SzqI4YqkI6BstbzrIN8cxvkSS7p2lijx0kc0VR4u929olCjms+B94bvgvcpZ4tDh5IruLBlIDNdoJPSzKuZnfB6pWBLmvsxy7yJescS6s6TmOTbdYXsJLD3f04QQQgghhBBC+sEwpiGkdywch7MunQeqs8Q5hiuCQW4RVR0GZShnibeCd4uVvjo/PpJjWrbPrhFR5sDVR5TT9X3ouLMksLMkhnvMZwyXOl6rQJ0lhQXvumfJvxipzpGvazsG+vCMz6Nt4Uo7SyKK4bJ2ljSMfsw6Lx+tNrW2QwghhBBCCCGk3wxnGkJ6hVqJbRv7k2b0O3SWuPahBMj/98WyUQyXcpa0J5bE5tYpi7NRvRO2g1Tz57wXvO/2ncS/NOnEsaFrMchk5VEMOJ0dtuG9s6RCvFL318rz/bXd7aHMYL6u7Rjo2rlVl65iuKLqLLFc/ND0PSd7D1+uuu9XIoQQQgghhBDSPsOZhpBesXJcye4y7Fo7dpb0YZC2jMpZUl1unkaixCFAlUW5uMdwHX5uJIDxyC7qrYquS6i1kyFQwbuKvIrhHkvFkuavVW3De2dJhTga6pllXntD6SwBzNiy7q8/F9p2+dyNMYbLUjBqGv2YfX+8ZMk7IYQQQgghhBwlw5mGkF5RFTOTxVx5X4UejFsOmPoQ0VJV+FxGKpb4Gf6o4zspEQpiK3hfl1wTc8cYrrJt1cUchnbhvmjSiWNDTIKkEmq9FLwn91Y2wqcp6fMxfx9D3V/m+RmSWNKHZ3weIZ41ZZjOkn0kfVPOBe81z3FW8Hy0pFhCCCGEEEIIIcfIcKYhpFcsHIezLp0lrgXvc4eIr65oUsCtYrgWm52XAZjN8Cq2QuUyt5FyB6wsC31dnUs2mJ0EbQ90t7u9dguFj+HqPtpm6XG1vrofl57PWWXBeyhnSbI9IcrF0L6RPuPjEABs0TFcLUWiPXUxA3A4Tg8WcXR2pIsfqgrem73nZAVPOksIIYQQQggh5DihWEI6wTVWymVlsGvB+8zBtdIVahhbJyZJOUukTB0qTVCl0mWrndX3tpEMJ8uKkpXDwD6G6/CafEbjCCHSHoqWxRJz0H8UBe8ey+xPjb6bnceV+NpJVrCPoY7nyhjOCzEcsSQmZ5MLSlxsy1kyn4zxmrMpgHhK3q07SxoKYlcZZ8ljiiWEEEIIIYQQcpRQLCGtI6XUmfy2w3+XguiN48p/tSI15kGaFpdqDM1Mt4CP3pLUWVIdwxWLAKXdIHkxXGM314NtLIwrXQkKakW1EOG6EVx7YULis+DddMb57C1ZVDjJ9DPLdwxXy7FPbZE+j7p3Nrng81q15V7SW3I/kt6SdfJcrnreTkbN3nOWa4olhBBCCCGEEEIolpAOWNVYye7i/nAdZs/GY+ttd8VS9yy4r4YfjYQWTHx0K6wtjq+K8Iklhmtj4yyxjOFaBYjhArpb/Z4KceNgboKhFryfGNvwKpYoMbntgvcOhvNtkB6vOJxutugYrhbPhy55j8RZsrF0ljSN4couJKBYQgghhBBCCCHHybAmIqQXmAN7W6eEy3BwbZlxrphO4neWqOFp3eggFcV16aHkXRe8lwyvZpH1wJQNgXVniXUMV5gBpmvRvC/UkL9OxJstMXWWqH3wUfA+Ggn92hYexZKqcxJK4G27I6MtQjlxQtOFWKJK3l+MxFlSJnSbTBu+56j792J+6PhiZwkhhBBCCCGEHCfDmoiQXqCGEtOxKB24m6hBic0gJB34WbpWHLbdFXp4WlMsUUNXHzFcqodkZhHDtYlkJXfZ6mRXkSJEwTvQnbNk0fDasiGuzhK/7gl13JaWziQbTLdPHqEE3qHGcM0icja5UNa1FIpYxZJpxeKHWcP3HPUcVK//0ZJiCSGEEEIIIYQcI8OaiJBe4FruDrgNW206NepuuyvSY1bvlj2fHVbLthXDFWtnSSUC5EgAACAASURBVN4Q2LVPI13p7DeyyqWXxyfqmvDhtChiFtH14DOGC0jvSb8xXMpZkn9OQgm8XTgZ2qAPgngedJbYi9PThudYPQdVZwudJYQQQgghhBBynAxrIkJ6QZ2V7C6r7rWLwHLApAf7EYslq4YxXMpZ4mMAZNMJo4Sq7b77YyqlLBV4VA+MbWdJuBiubla/t+Es0UKQR/dFXXQMl3dnSXsF76EE3sGKJT2IWsyjiw6ZWDtLKmO4GkatZZ0l7CwhhBBCCCGEkONkWBMR0guWNQb/Lk4F24xzhUt5fFcsGjpLVGeJj14Fm8LdppEoPlH7C1Q5S+yOTeiC97adJcuKMnEf6GMcwT2mXq8vJ416jvnqLNnvpb4G2i54Xw20s6S3zpIOYtFic5bYitPqebzd1YzhWlMsIYQQQgghhBBCsYR0QJ3+jbQwXGK/Lx+G2Dgf8rYd86rjOtFlJmdJDJePzpJ0eFUcQzWJaDhpimB5Q2D3GK5kpfPACt7rXls2qM6ImJwlRX0grpx47iwxr8OicxIq5m64nSXdCJFNce3f8oGKobofgbNkv5fY7qvFecD8bwQ6SwghhBBCCCGE1GdYExHSC9KIGfvLzxzeVQ0I04xzu06J2Po18lhum4olPmO4DsOryag6hiuGY7oxBqT5zpJkkO/YWTK0gveQYsk8IveW7izx5iw5bMeXs8TcTtE5CXWtpDFc7Q3n26APUYt5dNlZ8tLlGtuO79eNEeNY9X7e9H1c/XfJ3YsZAHaWEEIIIYQQQsixQrGEtE6dwb/pCKgUS2o6S2JwQRSho8tqDjF1DJdHZ4lNwXsMx1RdDyMBjEc3B25qaG7r6FgHiipS22s/hkuVibfRWdKuayYP5W7xVfDuu7NEiSWzySj3egXSa8W7s2SoMVw9eMbnsepALHnyfIaRAKQEXr5at/Z38zDFreqC98O9Uucc7/fyprNkSbGEEEIIIYQQQo6RYU1ESC9QA3uX4aw5vNtUDJOV88G2FHfeg1XHyxpuHBMdw+Wls6Q6hsuMTeuaqtXZrmXZwQrep10XvId7O4jLWeK54H3mWSxZV8cUToM5S/wem1iY9eAZn0cXHTLjkcCT53H0lpjvH9ViSf33HFOgvndxAoAxXIQQQgghhBByrAxrIkJ6wXLr7pIYjYRVtNNuL7GzzDhXhBo8+kS5cequ/lfOkisfMVwWBecxOkuKBo6uMVwrx5g3W0K5BapIhbjwzpIY7jEdw+Wrs2TiVyxJO2SK7695oPtr6J0lMYh1LmjxKqCQmUcsJe/q+h6PRKHLSqHec8z/BrDFjL67eyuJ4VrvIGX3Yj8hhBBCCCGEkHYZ1kSE9IJlDWcJYLc62BweTi0HfrMGK1LbYLeXet9qx3DNE7HEQwzXelctRjWJRPFNlRNEF6tbFnSH6izRcWAtl6CnzpKQnSVuglRIvHeW6Ig7P69taXE+gneWDC2GKyLx1oUqoTcUsYglLv1j5s+4nuer9WERwWwywu2TKYDD++6y5WcxIYQQQgghhJDuGdZEhPSCuoXSNgPCa2KJY8F7DIPcPJYWhc9VnE39iSVunSXdC1BVA2DXzpJQMVyps6TdXg/dh3MEzpLtbq9XnfuKmtLOEsvrpwqb52OowvIuCsXbQAnnsT7ji1hrF1TLYslFIpY8jsNZYiNMmz/jKpao99iz2RhnszFE8p8OjOIihBBCCCGEkONjWBMR0gtsYmbysBE1rmWcj4ZR8G5GhNQdmunOknXz4c92V73at0kkim/06uSCYzcbu7keQq2+d3W4+KKueOmCfm2eBIW6mOfYW8H77PDaFh6ESHM7Zc67NFbK7721GmoMV0TirS3b3R7q0dn2+VBRVPcfdVvw7tI/dl0scYzhSlxhp9MxhBC4SN4vKZYQF4QQfyr551gI8dUFPzMSQnxYCHHW7t4RQgghhBBCbBnWRIT0grqxPza580rwmIwERhUZ5wrXgu+2UeLSfDKyfk1ZfMZwbRxiuA4/3+1xrewsmbqtOlev33vBe0e9Cq0WvHd8jy09CI9ZTnTEmKfOEotOp9Sp41d8GqqzJNTxCon5HGj7fPTRWWL2mtSN4VIC5cXJQSy5pFhC3PjHyT9HAP6W+qIQwnyY3wPwH0gpr9rcMUIIIYQQQog9w5qIkF5QN/bHJspnbVE+nmXaUbG2LT5iknTBe0OxREqpj5NNDBcQgVhScU2kjg67Y2Pz+uvQVVSVet2uHUIuzCKJQVoZrqC6wmOWU91Z4kkssXGWBHpmDb2zpGuxzgVzX7vrLFm2+nezuD5rlUjvep6zCzjO5wex5NGSYglx4koI8XkA/jMAJ0KIPyWE+OMAflkI8c7kZ94A4CNd7SAhhBBCCCGkmknXO0COD5sC4zxsSnrXNWJk1M+qyKixpyGqL+rGlpmcTv3EcG2NSK2yAZ453Np2HH1T5QRxLR+vI8jZ0FUJejsxXIdtdz2sXgXogJgnx21hKbZVYeO8S6MD/d5bQ3eW9CmGS52LkQAmR1rwvnEoeD/83AjLzf7a+5QNOvouI5bQWUIc2QF4O4C/DuBzAPwIgA8C+FwA/4cQ4kcATAH8q872kBBCCCGEEFLJsCYipBeowcSJ40p2mygfl9gOhTkY7NoFkcfSwzD7fO5n9bt5fKaT4gFWk0gU31QWvCfnf7uXuo+ljGAF7x05S/T92ELB+7bjDhsVlTX3GDmmBqxLT10zNuLVLFAnkBKb2y4UD820h86SVYfC1WsTseT+4zg6S2zfz20WVOSxyLjrbs3ZWUJqIaWUvyCl/CoAvwfgGwAIACsA7wDwLQC+B8D/3d0uEkIIIYQQQqoY1kSE9IJlMrA8cRwC2QyTN9vERWC5EhW4vmq165igPNQQ1tWJY6JiuC6biiXbdDA7GZWfv0kilnQdb1YlbpiDc5t91dtzuMZsSKOq2u1VWHi4vqowh+9dDqxXGyUG+HutyvHly1li4ySbBTqeQ3eWrCIUw4tYdRiJdjfpLHmw2LT+PDJZ7w5/2/Z6rCuK3YzhOvyTYgmxQQjxdiHExwDcNb4sk4/DJ1K+AuBXALwWwL9rdw8JIYQQQgghLgxrIkJ6wcIikz8Pm4J3nXHuEsMVUb9GHrrgvcEw+3R2WCnb2FmyN5wlFWJBusq32+ibqgGwef5XFu6AcDFc3fR6tNlZAnQslgSI4VIDVtvOmypsYrjMa8/n8UyFwGH9p4GO4YpQDC8ifW6Fuy+LuHM61c/3Lt0l662bs0S5HZ2dJcn7olpUcDGfAqBYQqx5GcD/DuBVIcQzQog/DeACwFcl3xdCiO8F8GcB/H0A/3U3u0kIIYQQQgixYVgTEdILlskQ6MRxCKQGJmXD5DoxXEKI2sWwbVDXiWNyngyB1rt9I0EoPb4CQpSLJVPdE9BxDJexz3lMxiPtgrERKtYVHSh16SyGSzkZAg5lJyMBdbl0uVJd/W2f5+7Ec2eJTcG7eS37dG51Gf0UEv18j1AML6LLSDQhBO5ddN9bsql4dmeZjuoJ9NkFHBeJs4SdJcQGKeXvSin/Jg6dJV8O4AcBPAPgOwB8GsAtALdxKH7/MQBfX7VNIcTXCSE+KYTYCiE+KIR4a/L1LxFCfEgI8YoQ4odF1X+IEUIIIYQQQpwZ1kSE9AKbYWAeM4uIjTpiie22u8JHp4R5rK8auEs2Dit9YxGgbFZozx0isNbJzwyt4P10Fu7tQAjRmXPGRMdweYwcO/HcWaK2U3a/CyGsnHauDDWGa+5RuP1HH/40/u0fvNJ4O1WsA7igXIih5N31/XzasLNE3XMXJwcn5qMlxRLihJRS/lMA/zGAZ6WUb5dSfj8AIaX8TinlAsCHAXxp2UaEEG8G8NMAvhvA6wF8CsBPCSHmAN6TbONtAL4YwDeHejGEEEIIIYQcK8OaiJBeYFNgnIfNyvu0zNttsd0sEhdEHsqJ06RTYjYe6cL1JlFca4fhlfqZbYeF3kC1swRIh+c2g3zX0mFbhlzwDqSCZJdiiXJp+RxA++4ssX0+hhB410ON4RonzrqGx+oTLz7Gu/7hR/DXf+EjPnarlK6FK9Vbcv9x92KJ7fWoYrhcBcSrTAzXeVLwTmcJqYkA8M+Nz/9H9S9SSgngFSHEa0t+/60Avicpi38BBzfK2wD8OQB3AHyXlPITOJTFf4vvnSeEEEIIIeTYmXS9A+T4sCkwzsNG0Kgq8y7CJuKrK1Y1j5eJEAJnszEeLbe4WtcfALms9J3VXOXrm43FCu25g1CxCRSPk4oJ7cVU7fdSX/MhC96BRJBabqMoePcpDJ1qZ0l7nSVA8oxb+b2/uh7Qh0IP0Rteey9fHvo7Pvtw2XifqnAtN/dNDM4S18hD7SxxPM/LzD13KxFL2FlCHDkXQvwWDsXuWyHE+wHcB/AZIcSfAPABAO8D8BeklJ8t2oiU8r2ZL30RgI8D+DIAH5BSXiVf/ygO7pJcEifK3PjSLcfXQwghhBBCyFFCsYS0ju0wMIvNQHtdc9V/1M6Smk6cLKlY0iCGyyFDfpL8TNelyjZuGLcYrkAF71P/sUpVmOJge86SLjtL/AtdJ57FkqVlLFoQZ8lAxRJ9rBreW8qFdbneYbeX2q0XgtQlebxiycbxWZvGcLm5Ga8y7rpziiWkHv8VDkIJcHCXnAA4x6G/5C0Avi/55w8B+F9tNiiEmAF4F4C/CeBNAJ5V35NSSiHETgjxhJQyLxvw3QD+Rr2XQgghhBBCyPFCsYS0Tt3V3TYDL9fhit52RxFINtSNLctyNpsAWDUUS1w6S9of/udhEy2k+0IseifWNd1LVXTRm2NGR4UWS7QY1KWzJEAMlxJ9NzuJ7W6PScPhthZHSzp2gPT68+mG67JUPCRTT/eWeb88Xm1x53TaaHtlrDoWrqIQSxw7S+q6GdV5PbxHAheM4SI1kFJ+sOpnhBBfBuB1Dpv9PgCPAfxk8u/ZG3IJ4AxAnljyAwB+xPj8Fg6F84QQQgghhJASnP8vXAjxlBDiWSHEG3O+94NCiPc4bOs9QghpfPyq6/6QfrHd7fVAztVZYiNoNC54DzjYf/HRCl/zv/1L/N1f+7jT79kUPtug8tgvvcRwVa+orrvK1zfaCVIWwzW1Hzy7HAMXThz2wRdqMD+bjIKukgfauceqSJ0lHmO4Zum2lh7OnRZHZ+X7qK6/IDFc47DCWdtoV+Juj0NlQD1M99Cj5abxfpXRtcvnXtJZ8mIMnSUTu2dT3Xsi6+a6oLOEeEQI8ZVCiC8XQvyHyZd+zvL3/gyAbwfwjVLKDYCXAdzL/NgtAOu835dSrqSUD9UHgEf1XgEhhBBCCCHHhZOzRAhxF8B7ALwx53tfAuC/BfAVDpv8kwC+FOlKp7DTB9I55jDxtGIYmMWmV8R1uKJoI4brN559GZ948RK/8G/+EP/dn36L9e/V7XjJosSSJgXvvewssXCWuEREhYrh8lVC7YIezLcwkNVRZxbunVCovz1veC+ZmC6M5WanB611UfdndWeJ/+ul6wF9KNTrkRLY7aWOCHTFfHY+WoYdpNs44kJy91b3Be+uz9qmMVyn08RZcqKcJd1FBpJ+IYT4yZwvP5RSvgvAvwbwYePrlRe0EOJNAH4WwF+TUn4s+fKHAHyr8TNvxKGT5OV6e00IIYQQQgjJw/X/wn8++biGEEIA+AkAf0tK+QmbDQkh3gBASCl/S0r5avJx6bg/pGeYK3Ndo15mk+qV6bU7S1qIQHr58jB0+qNXFtg6CAj+nCWHAZCPzhKbYaoqVe5aLLEZALs5Sw7XmPeC9wCxSlXowbyjcFkH5ebo1lniP4ZLCKGFzCZCpELd71YF76BYYoP5ftDk+ltsWhRLYnGWRFDwbi2W1Fz0kH0Oqs6S0O4hMii+BcBvAPgLAP4fAL8O4JuS7z2QUr5DfQB4tWxDQohTAO8F8IsAfkkIcSGEuADwrwDcEUKo7X43gF+VUlLVI4QQQgghxCOu/xf+bVLKv53z9b8C4MsBPCuE+C+FEDZB3l8JYCyE+LQQ4lII8fNCiCcc94dY8g8+8Cnn+KcQLNapS+KgsdljMxysu+rfxrXSlJcvD4OX7V7iM68urX9v6Wn1v3KWXDWI4Vpv3TtLuo7hUn/fW2dJqIL35Pzu9hK7fTvHTMfPBO4rAUwxKIaCd7+vVwmZPl7b0rKjaJa4I3yKT6tAfTxdY76ezbb+vbVoMYYrls6Sq/Wus+6OtjtL1HPwluosWe8axbaRo+MfAFhLKf++lPJnjK8/IYT43eTj9wBU/b/O1wJ4Kw7/b/XI+Hg9gG8D8ONCiBcAfD0OggkhhBBCCCHEI07/Fy6l/GT2a8lqp+8D8HsA3gDguwC8TwhxUrG5L8LBlv61AN6GQ7TX//L/s/fuMZZteX3fd51ndT26bz/uvX3nXubemYEZXvZgmJF5mRlQTMAm/IHiyJFjGxmZEMsiBCeBceQQGSOInNggJEeWoshxgkAKSngMMc4D8YgcYGYcGPMaBmZuX+b27e7bXd1dXV113it/7L3WXnV6n7PXc+99zvl+pNJM1606tWu/Tu3fd32/33XfIIQYCiEuqw9kWb2kgtF0jh/42d/BP/yXn8KDBiM1gGKY6OOSsBmEuDgfLrx2L/1gXzlLAODWsb2JqshTDxvwXtJiif9Ad7bI9m/Pot+i12lHDJeVs8RhkK+G0+s6UHwwt6+uKK5YriUbhgmcEK6kcJYAxZD1fBKvs8TWWRLr+pJSGp0l2yWW9DoCSpsfz/3vfyPj3pm6z2KSSNiz5WDY0wJ7U+6SIkLRbmGFel9yFRDVIo79JWfJfCH1PZIQC1b9AfkYwL8F4M/nH4/XvoiUPyOlFCUfr0spfwbAFyATTb5ISvm7MX8BQgghhBBCiEfBewnfBuAAwDdIKX8QwDcCeA6F/bwUKeWPSCm/WUr5u1LK3wfwfchWSa3jI8geMtTH59Z/OQGAO49HUAvVTxJHh1Shhok+K9lthq02/RRl9OuI4TorViLfenBm/X2jAIHJ5KDmGK5BS2K4xhZOkKFlBJaU0vscq8Ic4Nflvji3dDHEoImYsWVGCTpLgGL/jQKPm5TSKHhfv42DyG44UyjeNmeJECLKPd50lqR+Ly3EkuaOxY3DZntLXJ0lOobL0T20fB/cH3S1uMaSd+LAKlVvD8C3A/jr+UfVYrK1SCnflFL+rJTy7ZDXIYQQQgghhJQT4yn8FQC/IaU8BgAp5QzAJwG8y/F1HgG4IYQYrvmaHwZwxfh4xX1zd4/bj871/28qTkNhu2q6DKsYLj1ccYv4GkZepV2G6Sx549hBLJnGWWGsY7gCzoGpRwxXk04CwE7g0TFcFds6W0ioVJbYYkmv24Ey7NS1z0KuR1fa4SzJnTSJYrhCO0vGs4U+v6qOSezry1yN3+SAPhXDCLGAZ5P6YrgmLYhEU1FcTTlLVOyj7T7wjuFa6iwRQuAwX1xAsYQ4IFHuLpkD+CMAf5z/LztGCCGEEEIIaTExnsL/BMClpc+9CuDWum8SQvy0EOIrjU99EMAdKeXKp3Ip5VhKeaI+kGX4kgreNMSSph/8VaTUMEQsWRfD5TDML33tGjpLAODWA/sYLrPnJQQdwzX1f053EaPa0llSdIys3mZd8F6xb8whXIohZt3ui1gRbza0wVky1vef2M6SvOA94NoCLnbmVHaWRBZ4zXvftsVwAXHu8Y0UvDd4LHTJ+6Y4S7rubsbZfKHf1/aNa05FcTW9wIRsDALA6wCuCyFuCyHeWvrvPQDd/H8JIYQQQgghLSbGH+2/AODHhRDfBeCjyGK5vgzALwJA3i1yLqVcXob5SQD/WAjxPQCeB/CDAP5JhO0hS5hl4k0/+Bcr2d0HQDYl7K7DleK145clL3Ohs8Qjhit09b+K4QpZ/e6yf9XXzBqO4VLbvG61vG0Mlxnv4upesmHY62I0XdQuloQKcTbYundSkqrgXV2bo0CxRN0fex1ReY3FFnjV6/Q6Ah2LTqJNI4YTZ7RDBe9A886SqWM/lD7GDu85I+N8MEXjw70ecJJeFCNbwzsATAAskLlLTGHk/wbwLfl/A55dYEYIIYQQQghpEcFiiZTyWAjxTQD+WwD/CMAdAH9ZSvl6/iWfBPA9AH5m6Vt/GJkD5f8EcA/Af5d/jkTmdgudJSEF71adJZ4F76mcJVJKPDScJW8cn0FKCSGqh5LjSCXcahAUIpi59HUMPFb5pmBiIfDYDvJVObQQQDfBQLkOh5NJ4Vqqz1myjQXve5HFEhthNHas2aQFw/mU2DgTqzifNOAsoVhiXfDe94jhOptkx1GIi/cFOkuII3sAflxK+ZcAQAixj6y/EQB+CMBv5THFEEKwb5EQQgghhJAW4yWWSCnF0r9/HcDXrPja11Z8fgrgO/IPkpDbj83OkmajkkepO0ssIpdKX7ubbU8qZ8npeHbhtc8mc9w/nehh1DpCBCYT1VkSEhWkIrV6Fvu3p1f5tiOGa31niXKWVMVw5Rn63Y6V0OWK7XbEos7OkkHNv1sZhbMk7gC6cJaE3T+0eGURi+YzGF7HJBcCt1Us0e7BTYnhchCmU9F0wft4Vi10m6hzd+bwnjOaZD/jUr974Z5+NGRnCbFDCNEH8L8A+LH8368B+HkA/0II8UMAfhTAFwghPgrgp+He6UgIIYQQQgipke2cipALmJ0lahVlU7gMA5exWRnsO2Dq98IHaetQrpJL/S5efi5LYHjj2K635DxSVNJ+HsN1VnMMV1ucJevOCd1ZUhnDlXaAWbf7Qg33d6bgPf99fTqT1jGM1FmiIvdsrnV1Do4jXV/jFnRkpGTQCxfEzw0x7DS5s6R58aotzhLXzhKXY3w2zY7j8j3wYJj9m2IJsWAI4CellP+zEOIQwC8B+N+llP+5lPKxlPJrAbwfwB8ic9H/f0KI9G+6hBBCCCGEEC+2cypCNFLKdsVw5QO5PY/OgKFFobFrxrl+7cSD/Qd5X8m1gwHeeW0fgF1viZQyyI1jsh8xhstmeNWWGC6bc8I2hmvieX7ZMvDI3A8hlmvJhlYUvCeK4YrVWTKa2F/rqTpLttVZon6vaUhniSE0nyTuLGnD8WheLMkcIvZiiXoft3eWqAUcl5YWcBwO+wCa/5uJtB8p5amU8h+p/w/g66SU37f0NXeklP81gM8H8O9KKZu1eRNCCCGEEEJWsp1TEaI5fjq5EA3TdP52MZhwP/V0VNbazhK34Yp+7cSr3h+eTQBkYsmr1+3FkulcYpHPfUJXw8eM4bIZ4LXGWWKxYl7HX1XEKNm8VgjqGFdtRyxWDQpToASpZjtL0sRwKbEp1FniEosWo7DcpA3D+ZQMPFwHy9QZw5XqXHVBiSX3TyeQsv44xaKDzLGzxOGaWHXNHQ7DFxeQ3URKubKTREo5k1L+QZ3bQwghhBBCCHFjO6ciRHP70ejCv09b0lni4yyxETRcCshNYg8el3lwmoklVw8GeGculrxxXC2WjIx+hzbEcLl0wvR77qt8U2AzBLbt0yicJfH7SoDC4VSbs2TWhLOkuXuQEo5j/76XIolc5w5On4GF086FNnRkpCTG/rooltTjLGlSLLl+MMi2Zb7AyXn9osHEsbOk7+FmXOks2WNnCSGEEEIIIYTsIts5FSEas68EaH6VpI6U8ljJblPQ6zpcUdj0oYSgnCXXDwZ49doBAODWg+rOEhX7IkT4EFM5S84ixHD1OpvjLDFL2VdhG8OVurOk6E6pqeB9Yt+REUorOksSxXCp/XceIEQCbmJO7P3ZhuF8SnTHS6QYrtPxLKnbQotXDR6PvX4Xl3PR4O3TUcVXx8e9s8T9fXyVs+RAFbwndhARQgghhBBCCGkX2zkVIZrbLRNLXFZOL6NXplsUvNs4H0ySO0ue5s6S/SKGy8pZYhRwCxHmZtBiyXTuPeSbOcVwtaOzRAtoaztLLAvePWPebBkkPg+XcYl9CmWYWJC0QUcbRf591f1sFChyuRyP2ALvtsdwxbjHm86ShQSeBopj6ygi/5rtgVZRXPca6C1xiX0E/AT6Vc6So1wseTqhWEIIIYQQQgghu8R2TkWIRoklL13ZA9D8g39IDI4Zw7Vq2O9b8B470maZh7lYcv2wiOG6fzqpjPiIGZO0nw9/pMSFHhsXpg5iVDGcbC6GS0ppFS+kHR0VnROTefbfUw2UU3fnLDOqUSzRK/tr6mNZRkqZzD2hBq3BzhKHDpnY11cbnAwpCb3HT+cLzBYX93XKKK62iFdNlry7xmp6Fbzn98D9QbmzJHU3DSGEEEIIIYSQdrGdUxGiuf04E0u+4MUjAMDThjtLQlayD40VtquGIdN8cDh0XPmfetX7seEsubzXx9X9PgDgjYqS96LjJfxSNff5madoNnGIRWlDDJd5ntjEcFWJFGownSyGy9LhEgstXtZR8N5v1lli7tPoMVw95SypsbMkcr/N2DPCcFMIdW2ZrpKD/HpJGdE0bo1Yki20aFIssT0nVRG8j7Nk+Zo7VM4SdpYQQgghhBBCyE6xnVMRonkzL3j/ghcOATT/4K+H/x4dCebQaNUwxNdZkjqGS4kl1/LC3Hdez3pL3jhe31uiBzkRhtndjtD73bfk3WV41YYYLvNnrxs62sdwpR0oD2oWS/RwvleHsyROCbovF8WSyAXv+fU5Cu4ssb8/Fi6kOAL4JHEfT9OEurbUse12BK4dZvfxk4RiiY0jrg5u5L/r/dNJ7T+76CCzi6D0eR9X74XLCziUWMKCd0IIIYQQQgjZLbZzKkI0KobrvS9mYknTD/4hsT/msHvVMMTF+XDhtfUq7TSRUctiyavXsiiuW1XOkvz3jDXM3h9kAyB/scTeWaG+ZpZon9pgnidrxRLLYnWb/pMQbIvmY7Eqrz8FzTtLst9VCPdOoyqUuFFnZ4lP5NA62hL7lIrQGC7z2BwNM2cgY7jS4vp+7uNmHFXEcDXtxiWEEEIIIYQQUi/bORUhALLhoBpwGEI6jwAAIABJREFUFDFcLSl49xjOdjsC3U425Fw1cHXp1DBJ3RXxjFiS95bcqih5D3HilKGGsL4xXGr/9lw6S1rgLOkI6HOnDC1SVLgeXDP0Xam7s0QJCPV2ljQzfFTHdtjrQIjYYkmkzhIHsWQY+VzZ9s4SdT8ae96Pzoy4pqO99H0Wqfp1XHn+MBdLTjen4H25W2YdqwTKQ32M0wlihBBCCCGEEELax3ZORQgA4M7jLIJrr9/B513NhvNn0zkWDoOE2OiOBE+nRFXuvIvzwaSI74g/yJ3OFzquRcdw5c4S686SSMPsg2HYUNclhqrXghgu29x/2xiuYqAcd9iuqFssKfL6078VtMVZEutaMtFiSaAQpO+PNp0lscWSlgznU6GdJTO/9z89VB90cLSnnCU1xHA1LZY05CyZLyTm+d8q1p0lylniE8OVuy4VurNkMoeUzf3NRAghhBBCCCGkXrZzKkIAAG/mEVzveO6SfvCXMnygF0Jo7I9yjKwaak88S4qLiJb4Q5GHZ5mrpCOAK5eyIdureWfJ6w/Wd5aExJaVoQZCTwNjuGz278AjEiU2tjEuepX+fLFWTPQ9v2wpRJv016iU0in2KRTtLKlJCFpmNE0nBqj9NwrsY3HpKIrt3Nr6zhK9v/yurZHRbXE5setgNl9ooaDp43Ejd5bcr9lZYr5vWHeW9JTz1MdZcnE/q7+Z5gsZfF0TQgghhBBCCNkctnMqQgAAt/Ny95efu4S9fgcqhajJKK7Q4f8gd6RUdpY4DkRjR9qYqAiu5/YHOgpKxXDdfnS+9me6rDS3YT9SDJeNs6KfUICyRW1v1YB8aOzfdcNnX+eSLXU6SybzBZQu5BOL50rd5fXLjLVzIp2zZBQoRLuIV9GdJS1xMqQidH+Zx0ZFNKXqADPvQU0fjxdyZ8mD07EWcOrgolhitw96HY/OkhULOPYHXai0vqa73gghhBBCCCGE1Md2TkUIgKLc/R1XLkEIgYNB2gGPDaEdHKYDYBkppXenhE8xrC3LfSVANoDa63ewkIUDqAy1v4aRYpJUaa1vwbuLs6JfEZlWB7bba4op64b521Twbq6WrsNZMjSEziZibZRbJ62zpEaxJJWzZFvFkm6YeFvEcKXvLDHvmU3Hol07GEAIYCGL97I6MI+T7fu5j5txVQyXEAKHLfibiRBCCCGEEEJIvWznVIQAMMSS5y4BKAblT8fNxHDFiP0p4rKeHYbMFxJqBusqlqRc0a/Fkv1CLBFC6N6SW2uiuGI7S1Rnia+7yKWzREWnzBbNF7xXDYB7HaGdV+sisLap4F0N9rsdkSxWzMQ8Bk30lmhnSYJ+FiX+zhYySHAdO4jJsc8V3e/TTS+cNYG6H3k7S4wYLtVZcpIohkttY0cAvYZjuHrdDq7nQn+dvSXqOup1BDodtxgul2tw3d8kxd9MFEsIIYQQQgghZFegWLLFFJ0lewCKQXlTqySnc6ljf4a+Yskat4K5ErXvWMCtu1ASDHEfljhLAOCd17LekjeOV5e8x+6U2B+ECWYzXbhbvX9DV3LHYGzpLBFCFK6ONfn0tuKLL8PIboF1mMPfOjBXyDfhNhrrzpJ0MVxAmLvEx1kSyw239c6SQNfWqEZnybhlx0L1lrxdY2+JTz9U33jPsXWvrbsPHiY+zoQQQgghhBBC2kc7nsRJEpRY8nLuLDnUEUzNPPibxfKhzpKyYevEI+N8+XWn8/gRQQ9yseTqkliiektuPVgtloTGli1zqJwlvp0lDgMstSJ62mAMl0vHiE2nRiG+uIlxtijXQx0F76OZOrfqEUvMY9BEb0nKGK5hr6P7Dc4jiCU2HTLsLHFjnSvRBn1sDGdJqoL3SWIHmyvP570l9xtwlrjca833JVuR3oxXW4bOEkIIIYQQQgjZPdrxJE6iI6VcGcPVlLPkYuyP37B53UDbHIL1LGM7FMM8ekbKwj0RC+Usue4hlqgB716k1fCFs8TvHJjMlbPEPoaricglhctq+WGvWqgoYrjSCAzrnFOx0SuqB/W8DXQ6otbfb5mi4D3+7yuE0NfoOmdSFeeT7HtdCt5nC4lFhHvWJD/vt1UsCY/hKo5NXZ0lgwQuKB+eb8JZ4iHeDS6IJXbHeZ2b66jhv5kIIYQQQgghhNTPdk5FCB6eTXXfxc0rWQxXaARTKNol0etACD+xZN0AXg+Yuu6vb8Z2xR7krnKWqM6SN47r6yw5DFwp69JZEjsmyAeXjpHC1VEdw+Ua82aLzTbEQq+Ur3Ega+PeSUUhlqT5fZX7K8RZMp7au31MwTmGIKnue8OWuBliM4zkLLnU7+JyTWJJ0+XuCuUsqbWzZGYvzCvMa8JaLMlF4/1SZ0mz0aWEEEIIIYQQQuqnHU/iJDrKVfL80VAP3g4Dy71DWRd3YYtaaVveWeIfkeSzItWWh2ernCVFZ8mq6C81yLGJ5bFhX8dw+Q10XcQHNeRaSGAe2a1ji5uzpNoZYApyKVCOlToL3kOuR1fqLLBfxqU83Qe1Mr22zhKzAyaGWLIjMVy++8q8Xg6HWQxXqiF6245FE2LJxEGYV3Q7Qsfh2cRwSSnX/l2ijjNjuAghhBBCCCFkd2jHkziJzptLEVxAG2K4wld2ry949x8w9bodqOSu6M6S03JnycvPXUJHZPvl3oohlO6ViDQ0C+2tUfu4ZyFI9XvpBChbJg4dI3YxXHkHSqIhZp1iQmzXkg3DJsWS5M6S7HXPA4RIFQHoUvAOxNmf217w3g+MgNPC9YUYrmn0jisgvSjrii54b3lniRDCKHmvPs7TudRCftl98JDOEkIIIYQQQgjZOdrxJE6ic1uXu+/pz4VGMIVSdCT4DyvXRalMPGI7TNT3xY4IWuUsGfQ6Wsxa1VsycojlsUFFsZ16RLFJKbVY4NJZAjQoljgIaEOLiKii4D3NrdNmG2JhDn/rYmAhSKVCOUuGiZwlaj+OfIfxhiNlz6JHJhsMZ9dYjOurbQP62GihPUIMlxJLpnOZ5Fodt6w/Rhe819hZ4hL5aOIS/2gKm2UxXId77CwhhBBCCCGEkF2jHU/iJDq63P3Ks84S3wimUEYOETOrWLfy3ne4svzaMQf7Ukocr+gsAcyS9/Lektir/1UG+5nH8McsvreK4eqYzpJmY7hszgkdw2XRWZIshqtOsURfj/W9DbTDWZIohmsQ5ixR90ch7M+vdU47V8bb7iwJPPfMuKaDQU/HPZ2MplG2z6RtLh8dw9WAWOK6D1wERHVMex1R+h6h3biJumkIIYQQQgghhLSPdjyJk+jcfjQCUB7D1ZSzZBShM2Dd6uCQGK6q1/bldDzTQsG1/WfFkndeK3pLyoghMJkcDPzPAXP4ZFNw3ukIdDvxVr774HJO6HL1NZ0TRcF7amdJekEz9rllwy4UvPseu9Ek275L/S6EsIseihnb1raejNiECkvaGdnvotMR2qmZouQ9tbDnyvN5DNejs2ltrjDlFHUVpnv6OFcL9CqOctU9ULtxPWMrCSGEEEIIIYRsHu14EifRKe0sGbSj4D3EJbFu2DrxyDgve+2pxZDFFuUqudTvlsaPvaadJVUxXHEu1RB3kblfbN076lg04SQwf67NwM0mAqt4Pb9zrIp6O0vqL3i3ce+kQg15kzlLAjtLXMrdFTHFp7a5GWKzLsLRhuX3r8t7Wfl3CrGkbcfiyqW+vperDq7U1BLDVXEPTCmIEUIIIYQQQghpJ+14EifRKTpL2lfwHiKWrCvpdYlcKkMPqufxVs4qseRaSQQXYMRwrXSWpInhejqeORcTm46bXsdOLHAp202Bk7PEJYYrdcH7fJGkONpEDQpTOS3KGHTrc84sM86vpVSdJUPVWbLGmbQOHzE55vW17Z0lsQre1WDdLHmPzSRx3J8rnY7A9YN6e0t8XXwuMVxVgnHTblxCCCGEEEIIIfXTjidxEpXxbI57T7KBxjvKCt4bipTwWTm9zPrOkvYVvFeJJTqGa1VnySyNs2S2kM5xY1PDuWMdE5TvU7PvpE7GDkNHmwisSeA5Vr0N2bUhZfqel3MV+1Sns6Tfhs6SNL+vdpZM/X43HxdZihiutkQ/xabopPK7rpZj6w4T9lm0zVkCGL0lT+oVS1xdfH2HOM2zyfq/SY4aXmBCCCGEEEIIIaR+2vMkTqJx93E2zBj2OheG9MUqyS0oeC9xf8TqLIk5pK4US3JnycOzaWlRsFrNHMtZsm+8jut5MPMQCkJXc4eiosNsVifbDPInuZCSTiwpXjdmd04ZSoirtbMkQS+QLbEj7ZZRr3se6CxxEa9i7s82DuhjEuraUsdn/xlnCcWSFPg6RfsO7+PLbqFlmv6biRBCCCGEEEJI/bTnSZxE400jgst0AJgRTE0QY1g5XNMrMg2MLknRF1EllhwOe7hxmP23N5Z6S6SUejV8LLGk1+3o/e96Hkw8MuR7DpEoKVCimp2zxCaGKy8dThXDZWznuqL5GIwmacWDMnTHhqf7IoS6nCW+x21Uscq9jEFgD4dJGwf0MTHvWz7i0nJM2lHeWVImcocyaVnBO1CUvNcmlni6+Pr6bwSHzpJVBe8Jo9YIIYQQQgghhLST9jyJk2jcLil3B4wYrqYK3tVwNiD2Z91K6mIlqmfBewIXxPHZerEEAN55rbzk3RzaxxJLAOBg4BfH5lO4m8Kt44LLAHhoMchP3evQ6Qh9/qZ2X8SIxXNFCRVNOEtSF7zv6Riu+jpLYt2zFgupo/La0pMRG/O4+9yPVneWJHCWtKyzBDCcJXV3ljgXvGf3z9nCQiyZXHQLLVNEl86Td0gRQgghhBBCCGkH7XkSJ9EoxJK9C5/fHxQP/osGOiR0/0bAyu6UnSUxV2krjk+rxZJXr2e9JbeOL/aWmEXRexEHvPvaYeQ21PXJkG++4N1+ADyw6CxJXfAOpBHtyhh5DOdDaYWzJFkMV1jB+2jq7iIrztmw/WmKVzvhLHHcX4tF4fK7tOQs2ZUYLuWArK3gXe8D384SixiuinugEkvmC6mvT0IIIYQQQggh2017nsRJNG4/Xu8sAYCzxBE/ZcQolF43HNQrUX07SxLEcD10cJYsx3CpQU6/K9CLuMJYO0scHUY++7ffq8clsQoXt5FNDJdPFJkrw371dsTApyMjlOGazqHUKIEmVQzXXmDBu4/Tx6WfYR3mudamAX1Muh2Bbie/HzleWyNDQC3EknQRTeMWiiXPH2WLL+ouePfuLLE4xlUF7/uDLlSSKUveCSGEEEIIIWQ3aM+TOInG5x6WiyV7/Q7yWVEjUVwxCt77FjFcvtElaqA+jjjYf5B3llzdX+csKY/h0ivNIw93VWntmWMM1yTviel13J0ls6ZiuLQTpHofDi1W6YdGvdlQl7PkPNH5tQ6bqLNUpI7huhTsLPHvLAk9V8zvb1P0U2wGnk43FdcEFOfP5VwsSTFE12JJt75rs4raC94dXIEmLm5Gdc2tiuESQuBwkO44E0IIIYQQQghpH9s7FdlhbhsF7yZCCD0ob+LBP0bBezEcfHYgGZrzrgbqNitSbXmYiyXXD6vFkjeOl8WSfLgbOSbpQHfXuA11VQa8y0rfpmO4nJwlfTXIbziGyyIOLAajSZPOku0reFf3tVCxxOX+uO5+6IJ57xQinRDYNFoQd7zHnxvHppOLxYcpO0sSR8b5ULdY4usUVcfY5j3HpkftoOGuN0IIIYQQQggh9dKeJ3ESBSklbj8aAXjWWQIUUVxnjoPyGPgUGC+zbtV9MVzxG/alKNa2cZa881rWWXL78fmFAXkMcamMg3ww5Fvw7iIU+K7kjoXLNlfFcM0XEqrqJ+XqexuHSwx0h1ADnSWpXTNlpO4sCXWW2Axulxmucdq50MaOjBRoQdxxf5W5fo6GqrMkfgxXGwveVWfJ08nc2ZXoQ2gMl01niYoj3e/3Vn7NYUIHESGEEEIIIYSQ9tGeJ3EShUdnUy1KvHRl75n/ruImmnjwjyGWrFuZ7jtcWX7tWM6S6XyhVx1fX9NZcuNwgP1BF1ICf3J8rj/v02Fgg6+zRMVwuezfXtevIyAWeoW2lViy3tFh/g4pO0vqEhT0cL7G1euxCsl9UI6hVDFcRWeJp1jSYGfJroglQ89rS/dtmWJJUmdJdi606XgcDnv6XnH/yST5z9NCt2PkoVMMl3bXrd7P2o2b4DgTQgghhBBCCGkf7XkSJ1F4M4/gunE4LBUlDhuMlFAdHCHD/4EWNJ4dDk49M871a0dapa1QEVwdAVy51F/5dUKIouT9+Kn+vOp1iL3yXztLfAveHYZXsYa5vrgIaFWODvO8SDnErMtZkkqMW4dy7zQhno1maa4nxZ52ltRX8B5LfArte9oUfN2DWugfmGJJdk8/SRjD1SaxRAhRRHGdjpL/vPHMb/HDIHeWxih4B4DDoZ8TkxBCCCGEEELIZtKeJ3EShaKv5FlXCWC4Chp48NdRJgEdCYM1zpKJ53BF0Y9crH18VkRwdSpK0ctK3pPFcHmeAz7OnaZjuMYOQ0fVDbOqfNw8L1xK7l2py1kS43p0pa4+lmVm8wXmeYZaOmdJ9rpmGbgLPuJotIL3Grp42sDA0z1YJmQVzpJ0MVypzlVfnj+sr7dECey+MVxWnSX6HrgmhmuYzkFECCGEEEIIIaR9tOtJnASjxJKyvhIA7Sh4DyhYtuos8S54j+ssOT7NxZI1EVyKV69nvSUXxJJEnRK+hbUzj+GVS9luCiZezpLyYffU6BFIWYI9qOhOicFsvtDDyHqdJc3EcJk/L1XBuxKdfIWgsBgudpbYoPbX2NVZkgvL5rG5nDtLxrNFdGGzrU6fOkvelaDlXvBu31lic82x4J0QQgghhBBCdot2PYmTYG4/Xl3uDrSj4H1dPngVethVMpzSzhLPgvfYK/qVs+SahVhSxHAVYonKyU8Ww+W4An6ywTFcdgXv6wf5PgX3Pvj2KrgwMl67iYL3JsWSVMdPDVx9nSU+Be/RnSUtG87Hxnd/nZe4sA6Gxf+PvfigreLVDeUsOd2OzhJ1ze2vueaOGlxgQgghhBBCCCGkftr1JE6CebPSWdJgwftEFSxHiOEqWb09DRz4RY/hyjtLru3bOEtUDFfRWVLEcMUdZu97rpT1ce6oVcGNOUscVmgPKxwdRcxbOlcJsP4cj4U50K8z6qepzhLl9uh3BbqJItR0Z8lsASndxUEfZ0ksYa2tw/nY+MYClgnXvW5HD9ljR3G5xAfWSZ3OEhdXoIkSV2YOMVzr3mObdOMSQgghhBBCCKmfdj2Jk2AqO0sGzURKLBZSD4BCOhKGa6KydMG754BpGHmwr8WSQwux5FoWw/UnD8+xyLsVdAxX5IGZr7vIR4zqd5qN4XI5J4b99YPnunod6oiqGhmD+ZSRYss05iyZqg6IdC4aNXCdL6SXk8qnoyhWzN3OiCWhzpKloXrRWxLZWdJSp0+tMVyeYolTDNekurfpMD/Gp+wsIYQQQgghhJCdoF1P4iQY286SugvezeFoSEfCumGX70rUZ147tlhi4Sx5x3N76HUEJrMF7pxkUWojj8JnG9RqaNeVsj6Fu8XgqllnSZzOEr/CYVdqieHyGMzHoOgcqjcGUN1/UrpozH058vj9Rh7OkoFnB8cyk7ly/W33nwS+zhJ1bJbjmo7y3pKT2M6SaTvFK13wflpfwbvrPnBxM56vOK4mhw39zUQIIYQQQgghpBna9SROgpjMFriXr/isLnivd1iphk1A2PBfDbsWMlvBbRJa8F7EcMXp19BiiUVnSa/bwctXs2OmSt5HJTn5MVDnwJnj8EcN73sunSVqcBVpn7ri4gYxXQ9lMUp1lS4P1vTyxMIn8ikG2r1Ts3imBLCUYsCg24FK+Bp59JbYRAI98zMjxZq1tVA8Nt7Okkn5sUnuLGmZWHIjd5bcr9FZ4npO9hzcjNpZsuaaU2JJ7GNMCCGEEEIIIaSdtOtJnARx92QEKbMBy/UVA/rDvLOk7hguNQgcdDtBnQHm8Gh54DX1KCC/8NqRXRAuYglglrxnvSV69X/kgZmOYnMc6M4WHp0l+deq760TKaVXZ4mU5YX0tRW854O7lIKCT5l4DLQQNG2m4D1lmb0QQr/++dRDLLGIBFomWsH7jsRw9T2FyLKCd6BwlkQXS7QTqt7rswrTWeLTy+OCiyvQZGDpLFkspFNnSd1/MxFCCCGEEEIIaYbtnozsGG/qvpJLK3sImnrwV0OJYWDsz1qxJHcveBe8Ry7WdhVLipL3i86SYeQB74GnYOYTizKI1Kngw8xwHtmJJcXXlEVxhca82VJEVSWM4VL9QTU7S/Yacpaoaym1GKD258hDDBp5CDqxOkvaWigem2KQ7jbor+4siRvDNakhNs4H1VkymS1wkthp4bv4wdYhagpm62K4jljwTgghhBBCCCE7RbuexEkQRV9Jebk70FxniU8efxm9joDSgcbziwPtcWhnSddvkLYKZ7EkL3m/dazEkjSr4YsYrrkuk7ehWOnrEMMVOdrMBVNssCp4vyCWlHTiePz+PlR1p8RgVaxQagbd7OfV7ixRBe+Jf19fZ8l8UbigXO6Rsfpt2looHpu+pxA5WhHXpAfpOxLDtdfvaoEodcm7FqddO0sse2nOLaNBiwUm9UaXEkIIIYQQQghphnY9iZMg3nyYiyVXyvtKACOCqaHOktD+DSHEyoHXNHB1dMxibSklHp45xnDlzpI3cmdJql4JdQ4AwJnDUNenE6bnWagcA/M42ggcQogLvSXL1BXDtW4bYhFLvHSluc6SelbqK+fMyFEsMb/eqeC9F2d/7koMl77Hz92Oj45reiaGK3eWRHQdzBdS93G1UbxS7pLUYomvU9TWbaU6u4a99dGgh4ncQ4QQQgghhBBC2kn7nsSJN7cfK2fJGrEkj2CqO1JCuyQiZLAPV4kl0Qrewwe5T8Yz7VBxj+Fa6iwJjC5bZq9fFFGfOZwHPvu3yRgu9TM7ohBtqtCujpJht2+Gvit1iiX1O0uy322+kJjVeE7UUfAO+DtLzK932cZY96xdEUvix3CpzpJ4g3RXR1zd3Mh7S+6fJhZLPN/PB5YCve0CjsNh0fGVuqeFEEIIIYQQQkjztO9JnHjz5qMRgKyzZBWHTXWWRCyUXrWaulj571nwblkMa8PDPIJrf9C1HkirgveT0QyPziY6Oij2QFsIod0lLqKZGjD6xHDFijZzYewhbqhC5XXOktQDd7UNKTtLzhMJcVWYnUV1uksKZ0lacUgN08vEtnXofqJeB501q9yX0f02dJZYoe5drtfW+aoYrtx1ELO/o+1iSV3OkkloZ0nFe875xC72Tv3NNF/IpAI2IYQQQgghhJB20L4nceJN0Vmyzlni11cRSrEyN/yU06LGUg9GMcz37CyJuKL/gWNfCQDsD3p4IR9E3XpwhtEs3UDbPA9s8Vnpa5sfnwKf2KzhmnNgEnh+2TKIGAe3ipPzbLirBoF1YUbqpPz9llHixTCxOOTrLPGNKYx1rqjB9LCFsU8xUZ05ruJScXwu7p/CWRJPLFFdXEJkHV1t4/ncWfJ2S50lquOkyrmmYriqrrn9QVf3pMU8zoQQQgghhBBC2sl2T0Z2CCmlVcG7ORx16asIJWbsz2BF7vwkOIZLXHidEB56iCWAEcV1fJa0hHvfI47NSyyJ6NZxxae0Wg3Tm4zhqqPg/e6TzIX24uXV94oU9LpFBFydq7Tr6yzJrquRY4G97Sr3ZWKJkbviLPEVl85XvH8dJeiz0Mei24EQLRRL6uosycVp12vWtrPEthPMdGLW7cglhBBCCCGEEFI/2z0Z2SEen0+1S2Cds2TYK4aVdT74xyyUVsPv5WFr6DB7GHGw7+MsAYB3XjsAALzx4KnhLIkvlhxqZ4l7DJeL+NBoZ4kqCHZyllTHcNVV8J7SeXH3cTNiCVBPzNgy6nim7mhRLrBzB8cWYD+4XWYYy1myI2KJbwzXWUUM12lMZ0nLj4V2liQUS8ySe//OkqoYLvtrTr1f1t31RgghhBBCCCGkftr5NE6ceTN3ldw4HKwdCAohdARTnQ/+f/x2VlquYqZCWDVMnno4CUxiFrxrZ8m+p7PkwZlenb6XoGdhf6CcJR4xXA6dML2OXX58CpTzKFYM13SLCt6Vs+TmlfDr0ZVBDc6ZZcxOkJSowevI8XfT2+colsQS1saB985NwVcQXxWTdjSMH8M1qckF5YtylqQseDePT99xP/Qs38fPHaLvDjycmIQQQgghhBBCNpN2Po0TZ27n5e7rXCWKJkreP37rGADwFa9dC36tVaJG6Mr/mAXvxxFiuEYJS7i1s8ThHPBx7ugYrgaKcScz95XJ6yKwilivtNE4sdwC67jzOBt0vnDUhLMkvRi0TF0F7zqGy9tZ4riKXkcSxnKWpN0/TeMriFcVvKeI4Up9rvpSRwzXBbHEueA9bgwXABzm3TQxHUSEEEIIIYQQQtoJxZItQfeVXKkWS+p2lpyOZ/i92ycAgA++djX49coGhFJKo+Ddb5htxncsFmFOCCWWXHWO4crEkjcenHmXPtuwP3A/B9TwSblFbFDHYrbYlM6S1RFRk5piuIaRBuCrmM4XePA0G3TevFK/WFKHc2YZJX4ld5YMlLMkjnOhir5xz5LS/561KzFcPuKSlHLlYF2JJU8ncx0bFUpd9xlflFjy4Okk2u+8jHn/7Tu83wDm+3iFWJILYPsW19xh7ix56hBbSQghhBBCCCFkM2nn0zhxpih3txdLnjpEMIXwW288wkICLz93CS9ZiDlVlK28N/PJXWM7yr4vdFCtxJLrzs6SrLPkzslI/04pYrgOdGeJ/TkwW6gOEHsxyjY/PgXaCRMphqu+gve8N8WxJNyWt5+MIWUmZLnGxMWgDufMMmpfDhO4tEyUs8S5syT/etdrfRDpnlWc2+0rFI+JT2zZZL6A0gT2lmO4cscBEM91YBa8t5HrBwN0RNYr8iBRFJd6v+h1BDooQGF/AAAgAElEQVQdV2eJY2eJlViiHEQUSwghhBBCCCFk22nn0zhx5k0tllSvFFerJF3KvUP42OtZBNcHIrhKgPKVo+b/9x0ymd8XGsV1fObnLLm638dRPphRpCilPhi4r5T1iuGK2APjijqGQ5dCeiWWTJ8dduvOlpo6S1I5S+6cZJF9LxztOQ8iY6CinrYzhis7dqOS82cdOnLP0Vli3rNCrjF1rrW1JyMW+n7kcG2NJsXXLjtLBr2O3mcnkaK42u7y6XU72l2i7iWxCbnX9i3vn2c65tKms6T+6FJChBDXhRCfFUK8Znzux4UQ0vj4o+a2kBBCCCGEkO2knU/jxBnlLHnZwlniE8EUwiduPQQAfCBCXwlQvjr4YsZ5uFgSOtz3dZYIIfDOvLdEkWKAue8x/PEZYPUtI1FSUDhL7AWB9QXvylmTWCzprhZsYnD3cTbgfPFy/eXuQLxSchdqi+FSzhLHY3eeO19s+hNMLgq8jOGqwufcU8ey3xWl9z7lLonlOhhvwLG4mTtE33qcRiyZzP2dTmZnybpoOpcYrqOao0sJEULcAPBRAK8t/aevAPAXAVzNP/5MvVtGCCGEEELI9tPep3HiRFsL3mfzBf71G5lYEqOvBCjvPFDDr44Aup6r5TsdgV7+vcExXKd+zhKgKHkHsuFuitX/2l3kEMVWdMK4d5Y0Ipb4dJascT34vJ4PKioqlbPkbr4avIm+EqChGK5ZPc4JXfDuGKHmUjZtcuGeFeIs0dFP7SwVj8XQQ7w9r3AgXN6LO0iv6z4TwkuXs3vHnURiyTSgt0XtNymxtlNl5HDN1d3zRgiAn8o/NEKIHoAvBfCrUspH+ceTRraOEEIIIYSQLaa9T+PEmul8gbtP7MWSg3xQflpDZ8nvv/UEZ5M5jvZ6eO8LR1Fec1ASpTKJFJGkhjPKReDDZLbAk3yo4uosAYB3XjvQ/z9FBBcQVvDustrXNj8+BT6xYYWz5Nlro67iZbPnZZGgQPnOSdYz8MJRs2JJ2T5ORdFZklYMuKTFErffbawH8h7D4QjiU9tLxWPR93GWTNYP1Q/3VJ/FbsRwAYXQmiyGa+YuzCvM75mtuX+e6c6S3sqvUahjHKuXhhALvlNK+WNLn/tTAASA3xJCnAshflEI8c4Gto0QQgghhJCtpr1P48SaO49HkDIbrtgM5+vM3/74rayv5CtevRrNIVE28FLD+NABU9EX4T/IfZj3lXQ7ApeNAmBbTGeJz/DUhkOPgncvZ0nPfSV3LHxWJytXR1m5+rSugndjKJvCXbKbzhJVoJ7aWZK9vnsMl5+zBPDr4VhmEwb0MRh4iLf62KyIazrai1v+vQnHQosliWO4fPaBeX9ed024XHPajVtTzxshUsrPlHz6iwH8LoB/P///UwD/dNVrCCGGQojL6gNAnBVLhBBCCCGEbDnVS+pI61F9Je+4YlfYfDhQg/IaxJLXVQRXnL4SwHCWlHSWhEaXFIXk/iv6VV/J1f2+l0D06jVTLEnlLFHuotSdJQ3GcHkMHW1iuHxy9F0wz+HxbBH9HFBiSdOdJXUWvI9qcpbseTpLlHvBteAdiOMs0T0ZLY5+ioHPuVcV13Q0VJ0lcZwlSthrs1jyUi6WvPX4PMnrBxW8G/fn6ZrjrI/roPpnKLEkliBGiA9Syp8A8BPq30KIvw3gM0KIy1LKk5Jv+QiAH6hr+wghhBBCCNkW2vs0Tqx5U4klFhFcgJm/nTYGR0qJj71eOEtiUbYy3SdyqYyyiC9XCrHEPYILwIWCd5+V5jYUzhJ3scRloKq+dlGRH58Cn+1dFxEVkqPvgjnsSxFVdUeLJU05S7JzehsL3ve8C979nSUx7lmTDRjQx6AQw+2PjxayVoklubPkJLKzZNhi4UrdO+7mkX6xCRFLhBCGSG8Rw9WvXjNUpxuXEAceIXuOe2nFf/9hAFeMj1dq2i5CCCGEEEI2mvY+jRNrbjuLJdnQJ/WD/+cenuPekzH6XYH3v/JctNcdlEQ76eFKL2zVf4xV2kosuebRVwIAL125pIc9qVbC7+vhj0sMl/s+NodddbtL/Jwlq1eeqxz91KvvhRBJo6ru5QPOmw2JJWr/1dpZUlPBuxI7ymLc1qGcLz4uohjnihJaUu+fphnq9w6PGK6VYolylkQWSxJFMMbAdJZIGV8E1/duTxdfr1Md/6i7aCzcXEce75eExEYI8Y+EEP+e8akPAlgA+JOyr5dSjqWUJ+oDAMvgCSGEEEIIsaC9T+PEmjcf2Ze7A6azJK1YolwlX/ryFauBhC1lK6l9+jTWvXbIYD9ULOl2BD7vauYuSdWxcKgEM0tniZTSax/3jGFXiv6NdYw9VicP1wy7fV7PlxiiXRmn45m+7ptylqT63dZRiCX1xHC5Okuqop7W0Y9wz9qEnowY+PS72HeWRCp4jxQpmRJ17xhNF3h8Huf3NglxlmTfl73vxOosqetvJkIq+C0APySE+DohxDcA+HEA/0xKedbwdhFCCCGEELJVtPdpnFijnCUvP2c3/KwrUuJjeV/JByJGcAHlufOTSJn7bXCWAEUUV7rOErdzwFyJ3e84dJYYX7suPz4F2gni5SwpieGqcaC8rjslBFXIfDTs6ftA3eh9XKN4Ns4Ho6lX61/y7SyZro96WkfoPWs2X0Al5LV5QB8Dta/mC2kdC1jZWbIXd5C+CcLVXr+Lq/uZo0bF+sVkErj4ocx9uoxyluxbLOSgWELagJTynwP4aQA/C+CfAfg/AHx3k9tECCGEEELINtLep3FijWsM12FNYsknbmXOkg9ELHcHyoeDoStRFWpFasiQOoZYokreU3WWqOHPdC6thqyzRfE1LjFcnY5ALy+5n9XcWTKZZ8MwJ2fJmhiuSY3OklQxXPdUX8mVZlwlgCF2OkZVhVBXDNdeLsacT+dO8UQukUDL+JSWm5ir79s8oI+B+fvZOnHOLDtLYsVwjTdALAGAm1eyvzfeehxfLFHCdN9zH2i31Wz1NegiUJqCWIrYMUJWIaUUUsrXjX9/REp5VUr5TinlfyylfNrg5hFCCCGEELKVtPtpnFQipTScJZYxXMpVMEmXv/3obII/vHsKIL6zpCjpNZwlkcq3bVakVnF8Fi6WfNFLlwEAL1weer/GOg6MoayNaGYOnVzFgrLjVQdqm10G5OscHXUVvJs/I7qzRJe7pzmvbNAF7zU5S6SU9cVw5deVlG6/3yh3MvnE7hVl1p5iyWx3xJK+EQtoe20VQlb5vik6S2LHcKU9V0NRvSV3Uogleh/4dZbYxK35OEvmCxn9nkwIIYQQQgghpF00k8NConFyPtOiR5ucJZ+4lUVwvfvGAa4fxh3MamdJWcG753CleO18kBviLDkNF0u+7ctfweVLfXz1e657v8Y6et0Ohr0OxrMFnk5muFqxrea+Vk4RW/pdgfNpAwXvHueEimlaG8O1wc6SQizZHWeJee7uJY7h2jPEmNFkYS3OjIKcJWH3LPV9Qrhf25uGee3a3o9sY7hiF7y3Xbi6WYNYEtpZsuoYz+YLfV+wcW/u97sQIhNBn4xmyeIxCSGEEEIIIYQ0T7ufxkklb+aukusHA+sH+P283PtsMsciUTTSx3Ox5AOvxXWVAOWD5FgxXAOLYtgqHkZwlgx6HfyFP/USntv3f40q1GrZMwuH0dQoHRbCbaBauHXqjuFyFzfWiRRafHGIIfOlEATjur/unYwBADcbFEuGJWJnSkaGKJPaWdLvCnRzwWFUIritwqVsepmBR2m5yXjmf21vGkKIYn/ZOksqxRLlLNkxseRyOrFEdZb47gP1d8BsxXvOyDj2NgJlpyMKRy57SwghhBBCCCFkq2n30zipxLWvBCicJQDwdJLmwf/jr6fpKwFQOuzSZd6RCt5DXBAP8s6SqwmFjhio+BGb0toQ506vE75PfSiGjvYD6LWdJQ04S2K7L9Rgsx3OknQxgCbKJSREuPOsCiGEjtI6d4g5DCt4D4zhqjFerg2oc8BaLNGun3IjrnKWnMSK4doUsSR3lryVoOA9dPFD1fv4Wf53jxD2MY2HLHknhBBCCCGEkJ2g3U/jpJLbj5VYYj/8HPY6evXz03H8geV4Nsdvf+4xgPh9JUD5ICRW+bbrquNlpJR4mIsl1w/bLZao4c+ZxTmg9nXPY/8qJ0ZdTgKFj8CjO0tKRArljKmj4L0sai4Gd580L5bU7SxRx3LYq8c5oVaq2zpLpJTa/eIllgTesyazYv/sAq6CeOEsWdVZErf8W10XwxruMyEUnSXn0V9bF7x7x3Ctv8eMJkUEl+094WBov7iAEEIIIYQQQsjm0u6ncVLJmx7OEiGELvhO8eD/O28+xmS2wPWDAd514yD665eVX6uBXz9w4GdTDLuOk9EMszzabLucJf5CQVUkSip8VmgXzpJnB911rsBXA/DYzpK7j5sveB8k6mNZRV3l7goleNg6S8aOkUDLlN0PXajTMdUG1P3Idn/pzpIVx+ZomMVwSQndHxaCuve03lmSMIYrvOB9vdvqbJq957nE3h3mcWunkeLWCCGEEEIIIYS0k3Y/jZNKbj/KBhUvO4glgOEqSBDD9bHXi76SFCu5yzL64xW8hw1ylavkYNBtfQnsgcM5EDK8UsersRgup86S3FmydPznC4n5Ik7Um9N2RNxni4XEvSd5Z8mV5p0lvsN9V9TwuS7nhLruR5ZClymq7HlsY+g9a9diuFxdW1URaXv9Dnq5U/NJhCiuTYvhOhnNovd4jAOdov2K95wiWs1BLMmdJamiSwkhhBBCCCGEtIN2P42TSnw6SwBgP2H+tu4reTV+XwlQuEfKCt5DB6L9wEgb3VcSUO5eFy6FtVqM8ti/oW4dX6YeQ+Bhv3yQbw7dQt1LNqRwXzx4OsFsISEE8Pxhc84SJQTV7ixZEaMUm0taLLFzGahh/KDb8Yu5CxQjN2U4Hwsdw+XaWbJCLBFC6CiuGCXvmxKLdrTX14su7kTuLVEdZL73Wn1NzMrdjEW0motYEu8YE0IIIYQQQghpL+1+GieV+IolylUQu7NksZD4xK3CWZKCsoz+SaQ+iaFjnv0yuq9kE8QSdQ5YRMdMZiExXHkkSk3DccXYI/deHf/5QmJW0okD1Fzwbtl7YcPdfKB543DoNZSPxSDB77aOorOkrhiuvODdUixRooqvmBPsLNk1scRRvD3Pz591LoSjPKIphrNkvEHHQ8X53Y0cxRVa8K7ec1YdYyWA7Ts4S4q/mSiWEEIIIYQQQsg20/6ncbKS6XyhB6AuBe+AESkR+cH/M/dP8fBsir1+B1/yjitRX1tRVhAdOlxRhA4ejzfJWeJwDoTs355e+V5vZ4mXs8QYqJvuElPoCY16syGFs0R1C9xssNwdMK7frY/hcnOWuKxyNxkGOrfGO9ZZ4lrwPrI4PspZchLDWTLfnOPx0pVskcZbicQS/86Sihiuimi1Mo4SunEJIYQQQgghhLSH9j+Nk5XceTzCQmZDlRsHbrE6KoIp9oO/6it5/yvPJVsZWzZInnq4CMoIjYw6PsvEkmsbIZbYu4tCOmEa6yzxEHjMc3Y8e9ZZ0u+KJD08q7YjZq/H3Seq3L1ZsSTF77YO9XPq6hDSBe+OzhKfcncgQgzXrnWWOEYtKhfCuvMnRQzXJhwP1VsSO4bL595tUvWe49NZckCxhBBCCCGEEEJ2gvY/jZOVqAiul57bQ6fjNsA9TBQp8fFcLPnga2n6SoDylcGhK1GXX3uyIuu8CuUsuba/AWLJwMVZEiGGq+7OkvwYujgKuh2ht9eMiVKvVddq7xS9HioqR0XnNEXdnSU65qqm4fMl54L3XMzxjAkLFZ+K4Xw9YlLTqHuY7f46txCzVAzX6Y6JJS8psSS6syS/34Z2lqxwM6pj6hLDdbjHGC5CCCGEEEII2QXa/zROVnL7cd5XcsWtrwRw66tw4eO38nL3RH0lgLlqVGKxyIYhoStRl1/b21mixJLDDRBL9DngEsPlLkZVDa5S4btiXg3zx9MSZ0lNA8wkMVwn7YjhaspZUpdYooaq9yxX2ysxZ8/TWRKts2QDYp9iUIjtdvcjm5i0I13+Hd5Zou41bS94BwqXWvQYrkCnaL+Xd5asuCZs3ELLHNJZQgghhBBCCCE7QfufxslKbj9SfSXuYsl+gs6Se09GuPXgDEIAX/5qQrHEGCKpwZIuIA8cMKnv9y0j3yxnif1K2ZDOkr5jR0AsJp4Dt2HJMN/3tXxJU/A+BtCeGK76OkvqLXj/YC4U/9qn71t9fTGMD11F7yuW1Ou8aZq+QwzXfCH119l0lkSN4eq23+mjnSUn51FfdxrY26KO8WxRfozPJu49QUV0adwFJoQQQgghhBBC2sVuTEe2lDfzGK6XHcvdAeDQYVBuyyfyCK73vXiEy3ksSQrKxJLQ4YoitCxZiyWb1Fli4S4K2b9Nd5a4O0ueFSpinV+u2xA1hit3Orx4pSUF7/MFpEzvNhqrGC5PMcKVP/cFzwMAfu+tEyt3SWjBe7CzZMc6S4prq/q+Z/bO2MRwRXGWbFAMl+4seTyO+rqFk88vVnNQ4WYcBcRwnUY4xoQQQgghhBBC2kv7n8bJSlRniY+zJEVZ6cdq6CsBgH7HEEtmF8WSUGdJ6OBxk8QS5S46s4jhmuRDp55HDFcv79PxFaB8kFIabhC3bR7mQ2vTWTKteaCcpOC9ZTFcQD1RXHXHcN04HOJPv3IFAPArf/h25dcrMce3gN4Un3xgDNdqzg0hed35E8tZMl9IzBZhfR11ou4l90/HUYXdUCdflXvIR6Aset7oLCGEEEIIIYSQbab9T+NkJSFiSYqC9zr6SgCgY5RwL4sloQXv/UBnycMNEktchj+zGDFcs/o6S9TAEQCGjnE2g5JBm6/w4ktsZ8loOsfDs2xFdPMF7886w1JSdwwXAHz4vZm7xEYsCXaWOMRKlbFJToYY6PcOi3NvZBwbIVZf+8pZchIolpjHcBOOx7WDgT7/7lp29NgQEvsIFKL+KjejjuHKHbY2sLOEEEIIIYQQQnYD5ydRIcR1IcRnhRCvlfy3HxFC/LzDa31ICPH7Qoj7Qojvdd2WXef+aTaY9+kgiF3wfjaZ4XdvnwAAPpDYWQI8OyBUzofggveAIfV4NseTfJCyCWKJiiBx6SwJieFalR+fAvP4uUa5qLgmM4ar7qiiQaBbYJl7eV/JsNfBlUvpIvJsMM+h8bQOsaT+To4PvS8TS37t0/e10LiK80n2330L3guB10+MHO9YDJfLPV4LWRXHpnCWhEU0mdu0CR0yQggdxRVXLMndNYHOklViiU9PUAo3LiGEEEIIIYSQ9uH0JCqEuAHgowBeK/lvXwrgbwH4HsvXeh7AzwH4SQBfBeCvCCG+3mV7dpnZfIGHZ5lYcv3QfTB/ELng/bfeeIT5QuIdV/bwsofTxZUiSiV3lkQq4F52rLjwKF+53+2IpJ0tsXArePcXo1xWcsfCHJK5Dtx0Z8m0zFlSV2dJ95ltCOHukzyC68re2hXydSCEiC4GrUPtQ9+YKx/e/8pzuHKpj8fnU/z25x6v/drGO0t2zFmiitNtzr1zyyJw3WcR+H46nmc/T4givrDtqCiutx63x1lS1Vmij6uDQHlkHOM6upYIIYQQQgghhDSD65PoT+UfFxDZ9O2fAvhRKeUfW77WXwHwFoAflFJ+GsDfB/Adjtuzszw8m0LKbKhydd9HLIkbw6X6SupwlQDPdjpMAocry6/rU0b+IHf6XN3vo7MBgy51DpxN51gs1g9/tFjgUbirV/nWGMOltleITLxyQQsVFzpLwlY6u6J+zjiSmHAnH2S+eNRsX4liqH6/afr8/yacJb1uB1/7BTcAAL/yqXtrv3akO0s8B8MOheVl7FpnibqHxXSWXI7UWWIei6ZFTVuKkvd4Yknxfu63D6oE+nOPGC71fjlfyFq6lgghhBBCCCGENIPrdOQ7pZQ/VvL5vwngywB8VgjxLUIIm2X17wfwS7JYovebAL583TcIIYZCiMvqA8CRy8ZvEw+eZrE6V/cHzsNgoHAVnEYqK62rr0SxvDK9KOAOGzCFlCUrp88mRHABhbtIymIouIqQlb5VkSgpmMz9h47aWWIMnxsreI8kJqiInBevtEMsacJZMvQUI3xRvSW/XNFbMgp0lvQrVtFXsWvOkqHD/cjW9aM6S2LFcG3SsXjpSkJnied+KHqy4hW87/e7UG8loaIYIYQQQgghhJD24vQkKqX8zPLnhBCHAP4BgE8DeAXA9wL4VSFE1VTuMoDPGv8+AfByxfd8BMBj4+Nzdlu+fSgXw3XPwXzMgvfZfIF/fSt3lrxak7NkubNEr8gNi9rpB5QlP3iqnCWbIZZcMoY/Tyfrz4MwsWR92W4KQoaORWdJkzFcccUELZYcNVvurohdYL+OJgreAeBDuVjyyc89xv3T8cqvO9fOEr/tC92X6hzbhI6MGLjc40eWMVxHhrMkJKJpE49Fks6SWeLOkvy47jvEcHU6wim6khBCCCGEEELIZhLjifzbABwA+AYp5Q8C+EYAzwH4axXfNwNgTpBGAPYrvueHAVwxPl7x2eBtQA3ffPpKgMJVcD6dY14RwVTFH9x5gqeTOY6GPbzvZj1mn+WB1zQwtkMREsP18Kl/h0wTCGEOf6qcJaqzxD+Gq87OEtNZ4kpZX0jI6/kQ2kOxzJ284P1my5wldcTZNBHDBQAvXN7DF790GQDwa59e7S7x6U8wCXXpbKKbIQSfgve9yoL3zFkyW0iMAnqGNjESregsOY/2mqFOvsrOEk+B8pAl74QQQgghhBCy9cR4In8FwG9IKY8BQEo5A/BJAO+q+L5jAM8b/z4CMFn3DVLKsZTyRH0AeOK/2ZuNdpYc+q0UV/nbAHBW4Sqo4hO5q+TPvHrVKxLMh+XV1HqYHzjw010RO+AsAQrRrGqlbIwYrplnTJAPemWyj7NkTQxX6Pllvw3P9qaEoJ0ll9shlqjfr1ZnSc0xXADwofdlb3G/8qnVYsko3749T+eLHgyHFrxv0IA+BBdxqYhrWr9vDgZddHREk38U1yYKV2k7SxI5Szyj79T7JcUSQgghhBBCCNleYjyR/wmAS0ufexXArYrv+xiArzT+/WUA3oywPTuB6iy54RnDNex1tLBR5Sqo4mOvZ30lH3y1nr4SYE1nSeDAL6RfQztLNqSzBIB1rEiQWBLg1vFlMs/OaZ/tHZa4HooYrnrEwNjOkraJJYMSQSoVurOk5hguoOgt+dVP38dihYNvFOgsUdfX2NdZUnMfT9O4xHCdW8ZwCSG06+BJwCB9E8WSl65kf/7dezIOdqkqQp2iVdGPPjFcAHCYO4hO2VlCCCGEEEIIIVtLjCfyXwDwRUKI7xJCvCKE+G5kwscvAkBexl5W+P5zAL5WCPH1QogegP8UwL+MsD07QaizJItgCl8lKaXEx1/P+0peq6evBHg2LitWp0RI/v+xcpZskliSD/jOJnYxXD5i1KCRzpIAZ0n/WVfHtOYugTJ3iy9SSr3q+2ZLxJJ6O0uaieECgC9/9SqOhj0cP53g37z5uPRrfFe5K8z+Jp++jE0c0IfgErU4mtoLWUXJu//76XgDj8WNwwE6Iosge7Cmm8eFULdTIdA/ez1IKYtrzlUsUU7MQDcuIYQQQgghhJD2EvxEnsdvfROAvwrgDwF8D4C/LKV8Pf+STwL4iyXfdx/A30EmkLwF4EuRFcUTC+6fhvdjxCh5f/PROe6cjNDrCHzZ5z3n/TquLMdlTSJ1liixZSGz4noXlFhybYPEErWytmr4E7J/i86S+mK4QmJctFAxLYSKxgreI4gJJ+czfZ28cLkdBe/1dpY05yzpdzv4ms+/AQD45RVRXKEF7+ZgfVVHwzrq7uNpmqFHDJfNsSlK3v1juMYbGInW63bwwpHqLQmP4povJJRBxTuGq7NaEJvMF9oBw84SQgghhBBCCCHLeD2JSimFIYZASvnrUsqvkVLuSynfLaX8GeO/vWb+e+l1/gmALwbwNwD8aSnlXZ/t2UWO8xiu6wf+w8+DCGKJcpV8yctXvGNkfFiOKQqJiSp73ew13QaPmyiW2Apmqg+h57F/e4GdCj5MA1Zol8ZwBThrfFDb7SPaLXMnj+B6br/vPZCPTRNiyV4DnSUA8GHVW/KH90r/+0gP5MPKrAE/99auOUvcYriyr7Fx/RRiSUAM17w5YS8E3VtyEi6WmOewb0eUEvXLBLHRpPicawyX+puJMVyEEEIIIYQQsr00Ph2RUv6RlPLn88J2YokqE78R4Cw5iLBKsom+EgAYLBVEK2EjNGrHHBi6ruo/Pts8sWRfiyXr455miw2L4dKr5d2dMGXl6k0VvC9vhw9qgNmWCC6gXJBKhRIjmhpAq5L33/qTR3iU3yNMXKKeygi5Z5nfsytiycDB6XY+zd4b7cQSFcO1WwXvQHFviVHybgoc3p0la6LWlFuo1xHOiytiuHEJIYQQQgghhLSbzXoiJ5rQzhKgePCv6qtYxyduqb6SesUSc+XofCF1rEaos6TXKYYz47n9fpFS6oL3TRJLdAa7bcF7zz+Gaxqp/NeGaUBp9bD/bF9I3TFcoQNwE1Xu/kKLxJJlsTMlOoarIWfJS1cu4X0vHmEhgV/79P1n/rttifgquh2Bbmf1SvoqJjX38TRN3yHiTh8bq86SCM6STRVLrsSL4TIdiCpOy5WBdjM++55zlkdO+oiT6m+mJxRLCCGEEEIIIWRr2awncgIgW4ms3CAhnSX7gQXvj8+m+NTdJwCAr3i1vnJ34GKnQ4zYDoUQwigAth/un4xm2n1xdX9zxJL9Qb5StkIwCxEL+g3EcIVk/w9KYnrqLng3B+Ch7ou7uty9HX0lQM0F79PmCt4Vyl2y3FtyoWw6ICJNi8chzpLuZkU/+VJc39ViuE9nyUmQWJL9vE0TS17KxZK7UWK41MIHgU7H01nSrXaW+MbIhlQAACAASURBVFxvMaJLCSGEEEIIIYS0m816IicAigiuflfgKH949yE0UuKTbz6ClMCr1/fx/FG9g1hzoD2NENthMnTItFeovpKDQbc1vRA2HAwcnSUhYkmdMVwB4k7hLDE7S/wL7n2JJSi0MYar6Czxd7XZ0mTBu+LD71W9JW9jYTispvOizHoYcN8ooqUYw1WFixh+PnXpLMliuEL6LLTLZ4MK3gHTWXIe/Fox+sfWdpYExN4pQYwF74QQQgghhBCyvWzWEzkBADw4LcrdhfAf3oauknzrUTaEfe36gfc2+DIwMsknEWI7TFxiWhS63D3A6dME+hyYVIklxWpfVwa9+jtLgmK4VGfJ1BBLao7hAoptnzjEwZVx9yS7X7QphqsuZ8lsvtCOryadJV/x2lXsD7q4fzrG771V1HOpVe5AmLMkJNZs58QSBzF85BDDpSOa2FkSxCSKWLJaoD8LiL07GCixJL3ISwghhBBCCCGkGTbriZwAMPtKwgbzRcG734P/vSfZYOTFBuJ9BkZBtBrk9zr+sR0XXtvDCaHFkg2K4ALMgvd0zpJexz3WLJRJQAzXsMT1ECK++KK2YzQNExTuttpZklYsMVeWN9VZAmQC3Fe/5waAzF2iUKvcux0R5Foarim0rmLcwLndJAOHfXXu4EK4vMOdJS9duQQgc7FJGXafj+EsUftvVvKe49JDs8yhcpYECGKEEEIIIYQQQtrNZj2REwDAfeUsCSh3B+zLvVehV6wf1T+EVfn6k/ki+iDbZ5C7ieXuQHEOnFV0lsSI4fKJCPIlirPkQmeJctY04SyJJJZcaY9YMqyp4N10BzUZwwUUvSW/YvSWqMHtXq8T5BL07SyRUgYJi5vIwMHV5NJvoWK4noz9B+lauNqwY/FCvmBiNF3g8XmYkFCcjyHXQy6WLOSF2DsgrLOkiC6ls4QQQgghhBBCtpXNeiInAIrOkhuBg3nbCKZVKGfJCw06SyazRZTYDhM1eHRZpa2OydUNE0v2B3YZ7CFigYrhmm1yZ4nuvahRLMm3fRzgLJnNF1pcbeI6XUWZeycFY30eCHQjuM5CUL0ln3jjoR4oj2b+q9xNXAQAE9PttWluBl/U/X1s4yxxiGw6iuAsUdf6ph2LvX5XLxR4KzCKSwvzAfvAdGlNFxePszqm+z7OkiE7SwghhBBCCCFk29msJ3ICwOgsCY3hGoR1ltx70pyzxFxJHSO2w8Qn///hWR6NtmFiiRr+nFWslJ0GrHgu8uNrjOHKf5afs0SJFMU+iS3I2W1H4Z7y5e3TMRYyi3m6cdAescSlNyIEJcY07SoBgM+7to93P3+A+ULiX/3RfQCGsySgrwQw3HCO58qFmLING9D7YsZwVUVGuZSBa2dJhIL3TRNLgHi9JZNZuIvP/N7l9x3lLPG55g4olhBCCCGEEELI1rN5T+TE6CwJG34eBEZK3DtpbsW6WRA9zYcrIbEdJgOPSBt1TDbPWZINjKqdJWq1r/s+biKGK8hZUhLD1WjBe4CgUETlDaP0+cRCuXdSnxOq76UtQsCH3/sCAOCX8yiukEggEy1IOp4r5rlV57ndJEqokzKLaVqHWwzX7ha8A8BLeczfnZNIzpJYYsnSNXEW4CxRx/h0PAvuZiGEEEIIIYQQ0k4274mc6MinUBfDwdBuUF6GlNIoeG+gs8Toc5hEiO0oe22XGK6Nd5ZURLGpIZ4qa3ehcJZUr+SORVhnybMxXE0WvIdEValV3k1co+uIETFmQ+Esacdbne4t+cO3IaXUzoVgZ4mnIKmu626n+ZiyujCv4XVCpJTSyYUQI4ariPtr3gnlyou5WBIrhitk8UO3I6BO5+X38VGAQKkWmMwX0qnTjBBCCCGEEELI5tCOCRJx4sHTbLX4jeCCd//OkodnUx1v8XzgdvhwobMk8qp/n2Jt3Vmyv1liyb4+B9YP5NUKbL8YrmxqJWU2ZKqDkI6RorOk2CfFauf6BspxnCV5uXvLxJK6nCVqoDkMFCNi8WffdQ17/Q7unIzwqbtPtPMl1Fnie67sWrk7cPF3XSeIj2cLKG3XKoZr2Nff53vNbrSzRMdwnQe9TqxYzVWORh195+Es2e93IfK3gBBRjBBCCCGEEEJIe9m8J3JixHBFKnj3cJYoV8nV/X4jg51Bt+hziN1Zol7HZeXow6dxjkndHOa9NWb3SxkxYriy16lJLAkQN9Sq7ulcanGniaFymcPFFSWWvNiicneguH6TO0taFsO11+/iq959HQDwK596O2hwazIw3FsuTObZz9/E4bwv3Y7QA+91osbI6Czas9g/h7mzBPCP4lL3reEGilc3dQzXOOh1QvqmTAYrurLO8uO63+898z1VdDoiuOuNEEIIIYQQQki72bwn8h1HShmts+QwoLNE9ZU0Fe9jrqSOHZHkM3g83lhnSTGkXVXyLqXUAycfQeqCWLKoJ7pEFyV7dZY8G9MzjTTAc9uO7oVt8EH1B6iInLaghaDkzpJ2xXABwIfem0Vx/fKn3jY6MQIHw57OkrZ1utSBEKKIgVuzv9SxGXQ76FncR7odgYNc9PJ1HWyys0SLJaHOkkhO0f6KOM1RLlBeGvi9fkh8KSGEEEIIIYSQ9rN5T+Q7zpPxTA+CQ/sxVMHp+XTuHI+kVqw/f9TMivVSsSRWwbvj4HE8m+vByfWDdq3gr6Lf7ejf93RFHJu5MtdPLCmOi2sBtS86mi2gswQohu2TyO4lG7Y5hkv9buOpfx+LDeMWdkB8+H1ZyfvHbx1r4Tu4s8TThfToLHNAbJrIG4pNL5V2/TgIWUd7WRTXLoolL0XuLAmP4cred5bvn6rg3Tf6Ti0yoVhCCCGEEEIIIdvJ5j2R7zhquHYw6AYP2FQMF+DeW3LvSbPOEj0ImS90bEe0zhJHZ8nDp9nAsdsRuuR3k1Croc9WDH/M/eDj1BBC6ONVVwzXNMBZ0ut2dNm1Gj7H7sWxIUbB+92GHWCr8OkF8kE7SwKdGzF57cYBXr2+j+lc4pf+4C6ACJ0lKyKHqjg+yx1xB/2gn79pDFb0WZjoobpDRFpR8u4XwzUOuG81zc0rlwBkQlFIRFXhFA1b/NBf8T6u3VwDv/fqw4D4UkIIIYQQQggh7Wfznsh3nAen2fAzNIILyIaxvXwo7Prgfy9fsf5CQ86SoeksSVXwbrlK24zg6nTqKwCPxf5g/UpZc9jU83TvrBpcpSJ0hbYepuoYrvrjiqI4Sx6rzpJ2iSXDCL+bDUVnSXucJQDw4TyK67c/9xhAuLOk77k/VdfStUCX4qahnSWz1eLSaOruQNBiiecgfZOdJYfDHo5yIUHF//kwjvR+ru7hsyXX7LnHcTVR3TR0lhBCCCGEEELIdrJ5T+Q7zv1I5e5AtuLft+RdOUuaEkt0wfssfsG7r1hybUNXZ6uVsmol9TLmavWepxjUt1jJHZMQZwlQOBF0DFcDzhKbXoV1PB3P9NC2dQXvEcrrbVAD7zY5SwDgQ+97/sK/XdwLZRROCTcX0qZ2LYXSt9hfaqjuImQdBsdw5T0pGyiWAEU30p2AKK6QfiwTLdAv3WNUvNq+5zV3ULG4gBBCCCGEEELIZrOZT+Q7zIOnubMkUjeGb8l70zFcZozPJFJsh6IYpNlF2qgom01dnb1fUVhrCg9C+IolKoZrM5wlyvkwmi6wWEi9OrnWgvd+mKCg+koOBl3dpdAWYpTX21B0lrTrre4r3339wrm0F+h88XXqPNzwe5cvNmLdeRMxXBvsLAGK3pIwsSRWwXsR1WniI4KZaGeJpyBGCCGEEEIIIaTdbOYT+Q6jOktuRHCWAMXqSldniRrEvtDQivUiRmURfdW/s7Mkj0bb1IFj4SxZL5b0PSO4su/NI1Fq6iwJ7bFRw/zxbIHpojgPQvaBK9o95SkwqSgctdq7TcToY7GhjQXvQBZ992ffdU3/+9Ig0ip6186SHXWW2HS8qKG6iwPhshZLAmO4NrCzBABu5osnQmK4CnE+7F7b65QfYx8RzISdJYQQQgghhBCy3WzmE/kOU3SWxBluqRgul0gJKaURw9Wss2Q8X+hhSKwBk01Ei8nxWbaKeFPFEjUMPF3hLtJiScBq57pjuELjbMxhvima1VrwrpwlU799dk+Vuzd0ja7DdEJImU5A0wXvLVyp/6H3FlFcwQXvnrFmu+ossel48essUTFcfs4SdX/ca1lsnC03c2H2rcfn3q8xieQsGVQUvPvGcCmxxLeXhhBCCCGEEEJIu9nMJ/Id5kG+Ejh6DNcKV0EZj8+nesj0fGOdJcWwSztLIg1EhxblvybHeTTatQ1dna0Es7MVw5/JLDxDXsdwJY5dUoQO3MwILHNlcp0rvgeBApNa3X2zhc4SNdxfyGcLmGOiC95bOHz+sNFbElrw7uqGUyin4tUdE0uG3er9pRwILsdGFZyHO0va5YSy5aaO4Rp7v4Z63w2NIlMxXM+IJZOwgnffnjdCCCGEEEIIIZtB+yZIZC0PIha8A8DBcL2roAzlKnluvx885PPFHKScTbOhRaxBtuuQ+uHTzXaWqMLaVcMf7SzxLHcH/GOCfFEDN19HgY7hmi7079/rCHQC9oEr2i0w9YuqUr0BTfUKrcO8flP2lrQ1hgsA3vP8IV5+7hKALJYrhP6KVfRVaGfJhgq9vugYxzX76zwX2tycJZHEkhY6oWzQnSUn/s6SaJ0lJYLYYiG1s8Q3hksdYxa8E0IIIYQQQsh2splP5DuMKni/cRjH0eGzSlL3lTTkKgEuCiNq22P1SajXsR3iqmOyqauz9TkwKR/Kzxbhzh2b4WRMgp0lJTFcdUZwmdvg6yy590SJJc1dp6swr1/fAnsb2hzDJYTA933zF+IbvvAFfPV7rge9lo+zREqphd6rB/2gn79p2NzjfYbqOobLY5C+WEjtstpUsUQJszEK3oOdJSUCvXmv8XaWDJRYkrZviRBCCCGEEEJIM4QtZyW1E9tZclgRwVSG6kJoqq8EuDhIeZoPLeIVvLsVa6uBY6xotLo5yIeBqwreY8Rw9XJHRl2dJdPAFdpDowNiEml454pvtJJCDSxvttBZ0ut20O0IzBeyFmdJUw64Kr71/e/At77/HcGvM/SIbHs6meuv31RXnC8DCyHSp7PkUDtL3DtLzG3ZVLHkpSuZU+r+6QTj2dzL0VUI3WGLH8o6S84Nl57vPUEd41PPXhpCCCGEEEIIIe1mM5/Id5T5QuL4LG5nyb7HKkld7t7givVuR6CbD+BPtbMklljiNqRWPTKbujpbOUsqC96DOkuy753VFMM1Dhy46Riu2SJaLEzINvhwV4maLRRLgIsl76nQnSUbOny2xce59TC/b+31O8ExYJtGWUTTMl6dJQExXOZ1Xmc3Ukyu7vf1uagWVbgSy8mne7KMa0ItCBj2OvrvB1d0zxudJYQQQgghhBCylWzmE/mO8vBsAikBIbKhRAwO884SvxiuZoewaqCktj3WatyyIcsqpJQ6939jnSX5ObDKXaRjUQJW+tYZwyWlDI5y0QXv0yKGq+6Be4iYsFhIHcPVxoJ3wOhkmaUbOo5aHMMVEzVYdhHWjp/uZl8JYOcs8YnhuqxiuHycJcaxixUpWTdCCKO3xC+KK3ZniRnDNQrsKwEKsYSdJYQQQgghhBCynWz3BGnLUBFcz13qoxdp5al2FayIYCrj7dxZ0nQXghp4abEk0j5xGVKfnM8wz3PmN99Zsl4sCTnn+h4xQb7MFhIyn48Nu35DMTOGaxopFsaVEDHh+Gyih4RNdgutQ+3j0bQGZ0lLY7hi4RPZplyKm9q1FII696Y2nSU1OUvMuD8hNlMsAYrekrc8e0vUfSv0/bxfItCfTdyP6TJV75eEEEIIIYQQQjYbiiUbxIPTTKS4HqncHQgteG/YWZIPQ04jF7zbrDpW/OTH3gAAXN7reeWztwFVWHu2ouB9MledJf7718WtE4r5M/q98BiucdMF7x7OEnWN3jgc1L7dttzI72Nvn/qXQVfR5oL3mPiIJSqGa9f6SgA78XbkMVhXBe9nkzlmjve6cS7ODFt6vdqinCV3vcWS/H7ree9WlHaWTOI5S56OZ5CynlhJQgghhBBCCCH1sdlP5TvG/acq7inecOvQQyxpQ2cJYMZw5QXv0WK47AaP//2vfQY/8i/+AADwH33486P87CaoEsxmETtL1q3kjsUkQva/6erQK503qOBdiSUvtrSvBCiK531XoNswbihCrW58xEgVw3V1F2O4LO7xSjzecxisK2cJ4O48mARGB7YFFfvne13H6izp5Z0kk5KC9xBniSp4ny2kd58UIYQQQgghhJD2stlP5TuGcpbcSOIssYv6kbLoQnixJc6Sp7EL3i1WHf8P/89n8Q9+4fcBAN/9DZ+P7/rQu6P87CbYz4eBT1dEsRWdJRHEkhoK3tWwTQh4l/iaro5pQ86SgREF5sqdx9m94mabxZLAFeg2FGLJZrq+bBk6uOEUqmtpF50lTp0lDoP1freDvbzvyDWKq6lupNioe86dk3Ov74/WWaKj1or3HOUs2Q9wluwb5wOjuAghhBBCCCFk+9jsp/IdQ3WWXD+MN9w6qBiUL3MymumOgdY4SyZxO0v6FSv6/8d/9Tr+/kd/DwDwt7/+8/Gf/Pn3bnTGfJVgVsRwhYgl+cr3RQ3OEkPc8T0uZgzXJIJYFLINIc6SF9osltTiLMmjjfrb/VY36LqfK8dPsxLyXXSW2LgHR54uhMOhKnn3E0s23VmiC95DO0sC90O/LIYrP6Z7Ac6STkcUJe8e3TSEEEIIIYQQQtrNZj+V7xgPdAxXc50lb+eukst7vaCBQwzUMCXvV4/uLCmLtPnn/+/r+IGf+10AwN/68Hvwd75xs4USADgYFoJZWQa7dlYEDK+KGK76nCUh4oYaro+nRcF7UzFcPs4SJZZsgrPkzklCsSQXdve23Fmi+h1cYriKzpJ+km1qM4OS8u9ltLNk4HbdX9Yl71On79sWseTmlUsAQsSSOOL0oCSaLkYMF1C8Z9JZQgghhBBCCCHbx2Y/le8YRcF7/M4S24f+uyeqr6T5IezyUClWwfuqYu3/6ddv4b/82Uwo+a4PvQf/2b/9vo0XSoCi4F3KYphkomNRPCOtgPJVvqmIsTJ5aHSWFBn69R5rM1rJtUj4ju4sadb9tY6bgSvQbdAxXFvvLHEX1o7zGK6ruxjDZeEsUZFNrosCjrRY4jZIH29LZ0n+t8HdJ2PMF+7i+CRWDFdJnGaMGC7A/e8mQgghhBBCCCGbw2Y/le8YyllyI2YMV/7QP5oudJH3OlRfyQtHzQ9hl1eexhoylfVr/MRv3MLf+5nfAQD8h1/3bnzfN22HUAJkq2zVr1IWxTVbhMdw2azkjkWMguDSGK6GnCWAWxcFUIiaL15pXtRcRdFtkE4sUVFKm94DUcWgIjqwDO0s2cEYLpfOkv1Bb+XXlHG0l8dwjT2dJTXH/cXm+aMhuh2B+ULqBR4uxBKny97HlVhyKZJYYuvIJYQQQgghhBCyOWz2U/mOUThLYsZwFUODp5Pqkvd7agjbQmdJrCHT8uDxJ3/zDfwX/1smlPzNP/cufP83f+HWCCVAlsGuSmvLhj96eNULcZZk3+s69PchhrgxNCKwGit4N36eaxTXJsVwPRnNkgwdpZQ7U/DuI0Y+3GVnib7Hr3Y++HaW+DpLtiWGq9sRejGFTx9R/IL34po4i9BZAgCHe3SWEEIIIYQQQsi2stlP5TuGLniPONwa9rp6kH1mUfKuY7ja4CxZjuGKNGQyVx3/1G++gY/8r/8GAPA3vuZd+Lt/4Yu2SihR6O6aknMgxvCq16nfWRIklujOknmDBe+Gs8RBLBnP5jjOXQNtEDVXcbTXx0G+wjuFu8QU5nYlhmshYeUQXCwkHp5lzodrOyiWlEU0mUznC+1IqF8s2XxhTwmhfmJJnIJ31VkyW8SP4VLRlRRLCCGEEEIIIWT72O4J0hYxms7xJH8wj+ksAYqYEZvV3TqGqwVD2OXhdayV/+brfH8ulHz7V7+Gv/ct2ymUAIVYclbiLopRuKsGX7N5+oL3GOKOGcMVa3jnihDCq4tCub8GvQ6u7re7vFsNVe8m6C0x99muxHABdu6tJ6OZ7pN4ruXnSAoKZ0m5m3JkdDftORa86xguV7GkIVE2Bbq3xEMEjeXkKwSx4j3H1y20jHaWOB5jQlwQQlwXQnxWCPGa8bkvFUJ8TAjxUAjxD8W2/lFKCCGEEEJIg2z+U/mOoFaK97sCl/fcMtSrKMpK7WO4WuksiVzwrvjrX/UqfuDf+eKtFUqAIo6tbKWsEgtChle1xnDFcJYYMVwxOlBCt8PFWXLXKHdv+zkbsgK9ivG02GfbMIBeh/n72Zwrqtz9cNjb+oiyMgYlfRYmqq+kI9zPHfV++mTk1lky3qJ+nZDruih4j9RZYsZw6c6SsL+h2FlCUiOEuAHgowBeMz43BPDzAD4B4AMAvhjAtzeweYQQQgghhGw1m/9UviOoCK5rB4PoA1A1KHdylrRBLFkueI/oLFGD9r/6la/iv/rWL2n90DkU5S46KxHM1PCqFzC8KivbTUWxQtt/ewuxZG4M7+q/XfoUd+ty96Pm3V9V3Lx8CUCaGK7xrBg+b/v12+0IqF/RRpA8fpqdI1cPds9VAgCDvH9p1XU1mmSfv9TvOp873jFcEbqW2sJLuVhy5/G58/fGcDIChdhiRj+ex3KWKEGMYglJx0/lHybfDOAKgO+VUv4xgL8L4Dvq3jBCCCGEEEK2nbgWBZKM+/lw6/pBfJHiYGiXvy2lxL0n7S14jzXM7nYE/pu/9H48PpvgP/jKV7d+0AqsXyk7iyAWlK3yTcU0RsF7PkwbT4uC9yaGmANDtLFFCQ8vXmn+Gq3i5pXsfuYT11NFUe6++cPnKlRkm+mEWsfx07yvZH/3+koAYNDNru9VHUp6qO7RbXFZx3C5OUu0I24LXFDq7wNXZ8l8IZGnwwXfbwuBvjjGOobLMVptmQM6S0h6vlNK+RkhxI8an3s/gF+XUp7l//4kMndJKbkTxXxoOIq/mYQQQgghhGwfFEs2BF3ufhh/uHWo+yrWP/ifjmc6xuKFyy1wliwNU2IOs7/1/e+I9lqbgCq8LS94zzs7QjpLSgZXqRhHiM0yY7imEZwqodvhFcO1Ec6S9DFce4GryDeFQc9eLHmYxzpe3cFyd6DasaXEEp9zJ7TgfdjffLHkpSuZY8xVBDXfH1J0lugYrn7Yn77qGLPgnaRCSvmZkk9fBvBZ42ukEGIuhLgqpXxY8vUfAfADqbaREEIIIYSQbWXzn8p3hAenmaPjRuRyd6AYlFd1lihXydGwp2ObmiSVs2QXWecsiZEh36uxsyRGjMtmx3BlA0rl2mgzNz2HqjboGK4tGD7bUNXDYaI6S3bVWaLuZeNVYsnEP67Jt+B9vEUF7y8ZnSVS2kcvThKIJRdiuCb+jiGTg4F9zxshEZkBGC99bgRgf8XX/zCy2C718Uq6TSOEEEIIIWR72Pyn8h1BFbxfT7AS2DZSQg00n2+BqwRI11myiyjx6+nk2eGPiqHqBzh31OBqVkdnSYTtHVwoeJcXPlcnqnx71VC3jDuPVcH7bjtLRlMVw7U7zhLATlhTzpJrO+4sWeV0GwXEcPm6DiYNxv3FRjlPx7MFHp3Zx5GZMY2hBe+qlyZFZwljuEhDHAN4fulzRwAmZV8spRxLKU/UB4AnqTeQEEIIIYSQbWDzn8p3hPs6hiu+ULHOVWDy9pN2FUc/4yzpbX+3SCoOhnkMV8k5oIZN/U6EzpIanSXDIGdJtj8ms0UrnCUuYkmbeoWquJmvQL9/Oo5+bpgF77uAFkvm1avdj3c9hktHNJWfcyquySeG6zAXS058O0u24Hwd9rp6YccdB9eY6WIM7Qor68lSzpL9QGeJFsQc3UOEBPIxAF+p/iGEeA1ZJ8lxQ9tDCCGEEELIVrL5T+U7wgNV8J6gs8S24F05S9rQVwI86yRhDJc/xUrZEmdJ7gYJEaPKVvmmIsbQ0YxuUgJSIwXvXbeCdymldpbc3ACx5PrBAP2ugJSFyBOLXSp4BwwBYFbt3np4RmcJUN1Z4hfDVbyfLhYOEVRbJJYAhRB6x8E1Ns3P3Rjv5WWdJSFdNCa2fzMREplfBXBFCPHX8n9/P4D/S0rJPDhCCCGEEEIish1P5TuAKni/kbDgvcpZcu8kG2a+cNQSsWRpqNTr0Fniy8HAwlkSMMAqG1ylQv2MGAXvQLF6uImYNyXa2HaWnIxmeiC4Cc6STkfghaP/n737Do+jvN4G/MxWWZIlW5aLbAw2EDC9GAKhmRoSWvKjhTSSUAOBEHoIgYSSEHqABEJCElpC+QKE3mvoYIrBdFworpJtSZasre/3x5l3Zna12jpb57mvS5dtebUar3ZH1jlzzlN4UTUfdrPEG2u4gjmmJZysyRKPZpbkWsNVSrOkzcwsUQoYiOZfTI82UGYJUNyKPTen+KzVj0n3J0ta2SyhKlBKxQEcA+AvhmEsBXAwpGFCREREREQuaoyfyj1AB7yPa3G/UWEVyjPkVTjV2nofZ7Mk5PeVvLbDy6zJkgzFPTebJfUyWeIsWOp1OtVY85ZrXVC6Zeb0V1tToOQQ40rRV6C7HfIeiXks4L2QzBIzR8KrkyX2+UhlnP4YKiEIPBzwWXkbhYS8RxtsEsqaLCngde3G9xotlLaGK56wVyqWmlnivMCkkAB7okIppQyl1ALHn/8L4CuQpslGSqm51To2IiIiIqJGFaj2AVBuSil064D3MkyWNBca8F4rkyWOgkqjrC6pFh3wPpgp4N2c1CjlimddPKxks6SUgpthGAgHfIjEk9bVwyF/5ZsPYbOoF4nl97jpwqQuVNaDcoW8e24NVwHNkhVWwHuwrMdUq5zfL2LJJMK+1Nd2KeuaDMPA6KYgVgxEC2qWRBpsDVeXtYZrTd4fE7Omf31H2QAAIABJREFUa0pvTAet1Y/y/WvI8bootZGsc2niSYVIPFnyWi+iQiilvgTwZbWPg4iIiIioUTXGT+UNbnUkbhXAyjFZUnDAew1OlgRdKK54WbbngJuTJfEKrOGyCm4lFh11kV03S6rxHCt0skSvsqqV12g+yjZZYp4zvVLIDOU5vRVPJNG7RiZLPLuGy3Euy9Rc0s2SYtc16dyS/gJC3hsvs2QUgMKaoNb3GhceA+daOqUUBs2pScMovYHa7DincBUXERERERFRY2mMn8obnM4raQn5y7Jaxw4rzb6Gywp4r5XJkpRmCZ/KpWgO61Vswws/ulAfKKFZUEieQqmsomOJzQ091aGvDnejgFco/RzPd7Kk1lbl5aN8kyXmGq4GKT7nku9kySqzUWIYQPsoj06W5GqWRIvPLAEczZICCun2easxmnv6dV1IEzQaL32KUQv67PuIJxWGovYKrlJXdvp8hp1bUsD0EBEREREREdU+ruGqAz0DUgDtKMMKLgBoDY8c7q0NROJWpsmEGinEOgsqbJaUxp4sybSGq74yS9yeLEmYmQbhagS86wJ4InsjU9OTJZNq5DWaD2uyxO1mScxbAe/6fBjJ8Rpbaa7gah8VRMCj502fz0DAZyCeVNaaJqehWPGZJYB9Pi1oDVeisdbG6dd1UZMlbjRLHBlTsUQSgzH5WpQa7q5NHtOEgUgiJUCeiIiIiIiI6h+bJXWg25wsKccKLsAR7p2lWaKvWG8J+a1CULWlBLw3SIGpWnQBKdNzIO5CZkl62G45RVwquKUXLasxWRIuIIcCsDNLJrbVxvRXPqyial/+2Qb5GPLYZIl+fuZ6jVl5JR5dwaUF/T7Ek4msa7iKXeE2ukkmdry9hkte1/1DcQxE4tb/M7IpxxouAIjFlTUt5NZavsdOnuXK/RAREREREVFtaYyfyhucXsPVWabJkhYz3DvTCibNWsFVQ1esM7PEPboBFoknEU+7Mt0uYJWwhistbLecYi4VHdMnEtxYDVP4MZjTAnk2S5b11WFmibWuJwKl3Ht+WJMlQW98m8s332bloHw/Gdvi7WZJKMvUlmtruAqYLImazb1GaZa0hgMYbX5fWZLnKi63VigCQMBn30c0kbQaYMV+TYmIiIiIiMgbGuOn8ga3wlzDVe7JkqHY8EK5pidLaiWvBOAaLjc1h+yrfvW6NU0XsEp5jAO+1LDdctLF4lKbG+lF9mo8x/LNodB0UVJf1V0PJphTMNF4EisH878SPxfdYPLMGq48nysrBrwd7q7Zj9fw85FVWA8V95pvK2ayxKX1gbVEn4eW5LmKK+riGi7DMOyJxkTSaoC5tYaLiIiIiIiIGlPj/FTewKw1XOWaLAnbxYP0Qrm2rMYnSxqpwFQNoYDPKiylr+KKubiGC7AzQMrF7cwSLVTCZE2xQgVMliSSCsvrMOA9HPBjnDnlsLjXvVVcXgt41//OXLlAerKko8Wb4e5atkmcoRKnEIqbLHGnyVtLCs0t0d9r3GpM64nTmGOyxK01XERERERERNSYGuen8gbWM6CbJeWZ6ggH/FZRYaTckpqcLAlwssRNzWbTbDCa3iyRIl6ghNUoqWG7ZZ4scanoGBq2hqvyRTY9FZHPZEn36giSCvD7DHSW6VxRLlbIe57revJhT5Z449ygz+G5J0u4hguwv39kai6VnlkizZLVRTRLGun5qlfsLcmzCepmwDvgyPFJJDGoV6txsoSIiIiIiIiyaJyfyhtYz2ppVJQrswTIHfK+rAaDo53F8Ea6GrdadHbN6og9XaSUQjxZ+tW+zo/NlalQKjfWhgGZAt5re7JEr7oZ3xqG31dfGT66qJrvFej5sDNLvFEczfe5woB3YU2WZAp4LzmzRKZ2+oqZLGmgZkmXXsOVZxPUngp05/wVtNZwKWtaiGu4iIiIiIiIKJvG+am8gemA93JllgDOQnnm4s7SPj1ZUjvrfcIMeHeVXsc26HgOOKdASssscU6WlLlZoteGubyGqxrTS3bAe+b1eNoLn3Tj5DvfAgBMGTuq7MflNmuyxM1mSVxPB3jj25yefMrVjORkidDNz0zNkiGz0VbsFEJrWK/h8npmiZyL8s4scanRrWXKLOEaLiIiIiIiIsomkPsmVG09OuC9rJMlegXTCJkl/TqzpHYmS4IMeHdVc4aGmbOxUcr0jg7bjSaS5W+WmEXy0idL0tZwVaGImSu0e0nvEC588D08MGcxAJk+O2PvDSt2fG6x1vWUZQ2XN4qjuvgfyzFZYmWWcLIEQObmkl5FWKnMkmRSuZINVWu6iswscesxcGaWDDLgnYiIiIiIiPLAZkmNSySVdSVweZsl2SdLltXgZElKZkkDXY1bLfpqaGfDzNnYKHV6J+A3EE0AsXi5A95dmixJm0ioRhFTf8701UqxRBI3vrAAf3ziIwxEE/AZwA+3XwenfH1DtI+qv+DuiQUWVfMRiXkr4D1b8d+JkyUimG0NV8mZJfIa7I/kN1ni/Jo10mTJ1I5mAMAny1ZjTTSRc1LHyixx6TEIWF9jew1XsQ0wIiIiIiIi8gY2S2rcqsEozMiIsl4J3Jols2QwGke/+f5amixxFpUa6WrcatFX3A44At51Ec8wUHIOhhQnE4glK5NZUupzoibWcAWHB7y/PK8H5977Lj5auhoAsNXaY3DBtzbFplPaK358bukqa8C7N4qj4RxTSNpK3Xz3eLNkpKmtZFKVvIarrcDJEmcztJGer+uNb8GUMaPw5ao1ePHTbuyx0cSst7cyS1ybLHGs4WKzhIiIiIiIiPLACnON69FXATcHrasky0FnlmRqluipklFBP0aHa6e/FvAZMMz6PZslpcvUMNNTGkGfD4bhRrMk/8yS/qEYjr3lddz39qKCPk/Mpd3/zqKl32dUJTTdOS2wrH8IJ9/xFg7768v4aOlqjG0O4uKDNsNdP92hrhslQJkC3nWzxCOZJfm8voZiCQyYk2NenyzRzaX0x8vZuCg14L1/KA6lck/SORs2jZS/ZRgGdp8xAQDw5AfLct5eN+fdegxCGdZwjQrVzv9hiIiIiIiIqPZ4o4pUx7pXS6Oio8yFLXsN1/DMkmX95gqutnDJBXM36RwMwN7XT8VrNnNrBhzPgbiLxSurcJXnGq6nPliGR+cuxXXPfFrQ57EmS1wMeK9WAVMX+r9cuQZ7XPYs7nnzSxgG8L3t1sbTp+2K72y7NnxVaOK4TQe89w/FMzZsi+G5NVyBzCvbnFYNyloov8+wph+8KjjC2jI9gQCUnlmScEypZOMMd6+l77Fu2GMjaZY89f6ynI0jtwPeM0+WeON8QERERERERMXxdrWkDvSs1nkl5V1/1WoFvGeYLDHD3SfWUF6JFgr4EIknGfDugpaMkyXu7ZDX95ErU0Gb3z0AAFjSu6agz+PW1cnOiYRqTS7pz6sLfZuv1Y4LvrUptpg6pirHUy6jm4JoCfkxEE1gSd8Q1hvfWvJ9em0N10hrpZysvJLmUMMV5Qs10uO1xtFkK7YR2Rzyw2cASSUTcrnWeeljCDfg97Ht1x2H5pAfS/qGMHdRX9YpOOv7jcvNkmhCYY01WeKN8wEREREREREVp/F+Mm8wurjVWcZwdwBozhLwvtRcwzW+hvJKNH3VONdwlc5axeYIeI+aUyBuFK8KXcO1wGyWrByMWYWuXJRSKVdpl8JZZK9W6PJaY0ehKehD+6ggLvz2prjn+B0brlGi6emSpS6t4rKbJd44N4TyeH2tHJTvJx0twYocUy0LjTRZ4kJR3TAMa61hXx65JW5Nw9WipqAfO63fCUCmBbPRU4duPQ66QR+LJx1fV14jRERERERERCNrvJ/MG0yPuYZrXEu5J0uyZJbU8GSJLsBzsqR02SZL3GhGBXz2/vh8LOgZtH6/JM/g73hSQW96cTPgvVrPrzHNITx/5u548Ze74wfbr1OV3JRK0c2SfL/WuUTiUhxt8kigcz6TW87JEq8LjjBZMuRSELidWxLLedtGbpYA9iquJ99fmvV2sTJmljDgnYiIiIiIiPLRmD+ZN5DuAb2Gq8yZJaHheRWaDnifUIOTJbq4xGZJ6fRzwLmKTRevAm5klphfq3giv8ySBT0D1u8X57mKy9mIcTOzpJpFzM7WsNXIamQTXQx5TyQVYubzzCuTJXqFU7Y1XPZkCZslI03iuFVU17kl/flMliTkczZqs2S3DaVZ8vYXvdbFF5lEy7SGK5a013A1cw0XERERERERZdGYP5k3EGuypMyZJS1Z1nDp4saE0TXYLDGLIY1aZKqkTM8BN4tXIwUqZ7JqMGqFUQPA4lX5FdCdheJSjznsKJayGVd+XXoNlwuTJc7nQdgjgc4FZZawWTJyZknUnYmkNmuyJHezRK+Ma9R1khPamrDFWpJV8nSWVVwxl1YoalazJG5Plnhl0oyIiIiIiIiK05g/mTcQHfDeWebiVtY1XOZkib7yu5bYkyWNu56oUlrCerLEni7SUyDuNEvyX8PlXMEF5L+aSTdiDMNe+1WsWljD5SWTXJws0auUgMYtQKezM4FGntxaaTZLOriGy84sGSHgvdQgcHuyJPcarkiDr+ECgN1nTAQAPPl+tmaJe99vnPfDNVxERERERESUr8b9ybxB9FhruCozWTKQIUhbX+ldk5MlAU6WuEUHvK/OmFlSejOqkIB3He6u5buGSxc+g34fDKO0Yw7VyBour5jUPgqAO5Mluvgc8BkIeKRZop+jkWyTJea0FidLHJMlac0l9zJLRp7WTNfomSWAnVvy/CfdKc1MJzczsoDUBj3XcBEREREREVE+Gvcn8wbRba3hKnNmSVhnlqQWdoZiCfSZa0Qm1OJkCQPeXaMbZoOO3JqYi2u4rIyAeO7Mkvlms0R/zJI8pw2snAoXjjcls4STS2Xn5mSJDnf3Sl4J4FwrlbkQDTgmS1qCFTmmWhYcabLEpTVcrWazpC+fzJIGX8MFAJtMbsPEtjAGowm8PK8n422czW43OL/Gbk0MERERERERUWNr3J/MG0AknrD2nXe2VGiyJK1ZoldwhQM+tDXVXsi0vkqUqzVKpx/LgZTMEvfWouiQ+HwySxaa4e5brj0GALCowMwSN67QDgfs51QjX/FdKyaZmSXdqyN5TR9lo6crwh46L4TyWMNlZZZwDZdjsqRca7h0ZknuNVxRDzxfDcOwVnE9NUJuiZ2R5U5zWn/fGogmkEjK64LNEiIiIiIiIsqGFcAapgtbAZ+BtlHlbVRkWsEEOMLd28IlrzUqh6N3WRcHz1wLu204odqHUves3JpoHEpJYSmm1xm5uIYrnkchfL6ZWbL9uuMA5J9Z4uYkDDNLKmtcSwhBvwGlgOX9kZLuKxIzi88eanKNVPx3WjmoJ0vYLNGPVyxtskRnNo0KlvbcsTNL8pgscXn9VK3a01zF9eT7y6zvMU7W+dutgPeAfN/qW2M3rHhhBREREREREWXT2D+Z1zkd7j6uNVT2RoUulEfiyZRi9jKzaDlxdO2t4AKAHdbrxGWHbIH2Zq6VKVWz+RxIKvvKfDd3yOdz5bumJ0t2WE+aJSsGoiPuuXdyMyi5KchmSSX5fAYmjHZnFZdew1XqKqV6ol9fiaSyrqJ3UkpxssQhNMKkm3uZJfI9aWHPAN7+fBWW9A6N2Ci2JksavLm3w3qdCAd8+HLVGny4tH/Y3+sVjW41jfT99JnTPQGfwXM5ERERERERZVV7e5XIovNKOsq8gguw13ABwEAkgfZmKShY4e5ttRfuTu5qdhQHV0fiaAr6EUu6t4bL2h+fY7Jk1WAUq8wg6s3XaseooB9rYgks6R3CtM6WrB9r77wvvbnINVyVN6m9CV+uWlNyyHvEI8VnJ+dzNJZIwu9LLfYPRhPW48LJEsdkSfoaLp1ZUuK6prFmA/+1BSvxrT+/AAAwDKCzNYyJbWFMHN2ECW1NmNgWxgeL+1OOqVGNCvmx4/qdeOqDZXjy/WWYMakt5e/dnAx03k+vOVnCFVxERERERESUC5slNUxfBdxZ5nB3QIo0Ib8P0UQSA9G4NamhJ0sm1OhkCbnH5zPQHPJjMJqQkPdWe0WNG2tR9EqUXHkUOtx9YlsYzaEAutqbMK97AIvzaJZYkzCB0otiqQHvjV3ErBVuhbx7MeDdWWCOxJPDpmr095NQwGflE3mZfrwi6QHvLk2W7LrhBBy6zVr4aOlqLOsbwrL+COJJheX9ESzvj+Bd9A37mKYSV3/Vgz02mmA2S5biZ7utn/J35cos6Vsjq9C4gouIiIiIiIhyYbOkhllruCp0FXBz2I/oYDIl4JuTJd7SEg5gMJqwsmtiLhavgv7MV3KnW2jmlUwbJ42RSWazZEnfmpyfwwp4d3myxK3iHWWnQ95LnSwZsjJLvFMcdT5Ho/HhrzErr6S5/Gsd64FugKY/Vm41S1rDAVxy8BbWn5NJhRWDUSztG8KyvgiW9A1had8QlvZFsKxvCGtiCRy6zdSSPmc92H2G5Ja8+fkq9KyOYFyr/X8L9ydL5HneH+FkCREREREREeWHzZIa1j0gUx3OYkI5tYQCWDUYSwl5X87JEk9pCfmxHMBgNLVZ4sZkRTDPzBI9WTLdnCLpah8FIL9pA3uyxIWAd8dV3o2+HqdWuD5Z4oEr9TXDMBAK+BCNJzM2JK28Eq7gAjDyGi6dWeL29I3PZ6CzNYzO1jA2mezqXdeVrvZR2LirDe8t7sMzHy7HQTPXsv5Of29wayJMf417zbWOnCwhIiIiIiKiXLxTSapDzoD3StAh7wMRO0h7WZ8Z8M7JEk/Q2TW6YRY1i1cBVyZL8lvDpcPd1xmnmyVmAX1V7gJ61MUrk50NIoYCV4Y1WVJqsyTmvcwSYORpCcCeLKnUpGKtG3GyRGeWsLBeNntuJNMlT36wNOX91tpHlzNL+s3vZ5wsISIiIiIioly8VUmqMz1mwHtnBQLeAaAlLIUE52TJ0n5zDRcnSzyhJSTNkkGzYBh3sfmQ7xqu+eYarumdzQDsAno+0wbWGi4XiuQ+n2EVVDlZUhn6a73EtYB3bxVH9fM0mnGyRK6u52SJGOmxstZwsbBeNrtvNBEA8NxH3SnNKqvZ7dL5NuCTBr0yhxmZ1UNERERERES5sAJYw3oGKjtZ0mJNlkizJBJPYJW5voKTJd6Q3jAryxquePY1XAu6M0+W5JVZ4uLxAvZkAgPeK0Ov4VrSNwSlsj9PsvFiwDuQY7JkQGeWBCt6TLXKWsM1LLNE/syVTeWz+ZR2dLaGsToSx2sLVljvdzMjCxje5ObXlIiIiIiIiHLxViWpzthruCqXWQLYeRV6BVco4EP7KBbYvKDZbJgNWs0SKVi7udYq22TJqsEoetdIg27auLTMkjzWcFlrXFwqkuvMC67hqowJZlM2Gk9ipdmoLYa1hstDmSVAjsmSQWaWOOnXdPpjNRR1J+CdRubzGdh9xngAwBPvyyqueCKJpNkfdas5nX7e5mo1IiIiIiIiysVblaQ6opRCt7mGq1I75u28CikWLTPD3ce3hmEY7lzpSbWt1WyYDZgFQzczQPTVwpkKuZoOd5/U1mStwdGTJT0DUSt8eST6vsOuTZbIMXANV2WEA37rfLe4N/ck0Ui8uobLeo1lmyxhswSAo7E0bLLEzCzhyqay2n2GrOJ68v1lUEpZjXnA/cwSjWu4iIiIiIiIKJeCfyI1DGOcYRjzDcOY5njfNYZhKMfbJ3ne1/1pH/dEocfTqAaiCavgV7mAdykk6DVcy8zcAK7g8o7mtOeAntRwI+A9kMdkyQIr3L3Zet+Y5qC1TklPO40k6nJAsC6ocrKkcqyQ9xJyS6w1XJ6bLJHXb6ZmyQqzWTK2mc0SwLGybKTMEk4hlNXOX+lEyO/DZysG8eny1SlfB/eaJanft/g1JSIiIiIiolwK+onUMIxOAA8AmJb2VzMB7AtgrPm2VZ53ORPAZo6P+1Yhx9PIdLh7c8iPZvNq/3KzJ0vMZok5WcJwd+9oTcutcTOzRN9HPDFyFsWCbh3u3mK9zzAMTB5jruLKMW0QNe/brUkQO7OEk1WVYuWW9GZvjGXj1ckSK4cjQ0Ny5SAnS5xGmizhGq7KaAkHsP164wDIdEkspVniUmZJ+houTpYQERERERFRDoVWFG833yyGYQQAbArgOaXUKvOtP9cdGYaxFgBDKfWu4+MGCjyehtW9urLh7sDwgPdl/Zws8ZrmtDVcsaTOLCm9eBUM5F7DZU+WtKS8XxfQF/dmnzZwe7LEapZwDVfF6MmSJSWs4dLr2rwX8D7yGq4VA5IBw8kSoQvpSQUkknYD15osYWG97PaYMQEA8OQHy1LC3d1a+5meXdUcrMyFJ0RERERERFS/Cq0kHaOUuirtfZsBMAC8ZRjGGsMwHjEMY+087mtbAH7DML4wDGPAMIzbDcMYm+0DDMMIG4bRpt8AjC7w+OvGCmu/fOUaFdZUgRnwvtRceTShjZMlXtFiruEajKau4XIjMD2Y1xouPVnSnPJ+nVuSq1liTcK4NlkijwfXcFWONVlS0houPVnira/bSAHvSilOlqRxntN0cymWSCJuNk4YBl5+u5vNktkLV2K5OcnqVrg7MPy8PSrkrfMBERERERERFa6gnxyVUvMyvHtjAHMBfNf8fQzA9Xnc3YYAZgPYG8A2kNVev8/xMWcB6HW8fZHPcdcjvYars4KFLR1+OpAW8D5hNCdLvKIlpFexmZMlrga862ZJtjVcMlkyrTNtsiTPaQNd9HRrbdbGk9vgM4ANJjZsX7bmTMyzMZZNJGY2SzxW8LZyONImS/qG4tb0xJjmYMWPqxY5i/L68Ro0J+oAruGqhKkdzdhw4mgkkgpPvLcUgDuNeW1YZkmFVpoSERERERFR/Sr5p1Kl1L+UUtsrpV5TSs0HcAKAr5uTH9k+7g9KqW8qpeYqpd4HcCaAg3N8uosAtDve1ir1+GtVz0Dl13Cl51XogHdOlniHNVliZZaYGSAuZpaMNFmyciCK3jWyKmidjtRmSZeZWbKowpMlv9l/Y7xxzl7YdEq7K/dHuXW5GfDuscmS4Aih5SvN7yctIT8nJkzOQrp+vPT6Nr/PcC03g7LbYyOZLnlk7hIA7k7xpX/fYgOMiIiIiIiIcilHJWmVeb9dRXxcp2EYI44xKKUiSqk+/QYgZzZKveo2J0vGtVZuqmPkgHdOlnhF+nNAFxEDbmSWjHDVu6bzSia1NQ3LC+iyQr/zyyxxq1liGAbGMOOhovLNp8nG82u40l5jK8wVXGO5gstiGIY9iWOe59Y4wt3dys2g7HSz5KOlqwG4u4YrwGYJERERERERFajkn0oNw7jCMIxDHe/aFkASwOc5Pu4/hmFsn/ZxS5RSkVKPqRH06ID3Cha3WhyZJdF40spNmcjJEs/QAe96HY2ba7h0wyWezLyGSzdLpqXllQD2Gq6cAe8uHi9Vh/5a9w/FreycQulmidemKEZqlqwcYF5JJvrx0tlMOtzda8+batpy6tiU56WbEz3p99Uc4teViIiIiIiIsnOjovgWgN8ZhrGLYRi7A7gGwI1KqUEAMMPYMy1JnwPgSsMwtjMMYz8AFwC41oXjaQg9A2ZmSQUnS+w1XAksNydbgn4DY7nj3jPSV7HFXVzDlSvgfX63hLtPG9cy7O8mm2u4uldHRpxMAdyfLKHKG90URItZ1Mw1STQSr67h0v/e9NeYbnyP5ZRUCl1MtyZLzGYJg8Arx+8zsOuG460/l3MNF5tgRERERERElIsbmSU3A/gPgHsB3AjgMQA/d9xkDoB9M3zoRQDeA/A4gD8CuM58H8ExWVLBzBKdVzEQidt5JaObuI7EQ/SVtwNRnVni3qSGlVkyQrNjYU/mcHcAGNsctBog2bIsOFnSGHTIe9HNEh3wHvBWcXSkVXcrOFmSUfokzpA5UdccZBB4Je0xY6L1ezfP3en3lb7ekYiIiIiIiChdURUBpZSR9uezAJw1wm2njfD+GIAjzTdK022t4apgZom5gikST2LRKilSjmdeiafoyZKhWBLxRNLRfHAhsySgr+IeYQ1Xt9ksGTd8DZdhGOhqb8LCnkEs7h3C1I7htwHs5o7XJgoaTVd7E+YtH8CSIkPeh/RkSdBbzwPdkIykT5YMcrIkE6tZkjZZ0sSiekXtvEEnAj4D8aRC0MVzd/p9cQ0XERERERER5eKtSlKdSCYVVlhruCqfWQLY+REMd/eW5rBdTBqMJezJEhcKWLnWcC3oMddwZZgsAZzB32tG/Bz6CnFOltS3iSWGvNuTJd56HtgZHKkNSTuzhCsVndIncaw1XB5rslVbW1MQ263bAQAIlTGzhAHvRERERERElAsrAjVo1ZoYdAb22AquTQkFfNaVyZ8uXw2A4e5eEw74rQLTQCRuFV2DPhfXcGVolqwciKJ3TQwAsE5H5maJzi3JVkCPupixQtXTZa7hyrZyLRsd8O7ZNVyJRMr7VwzIa6ujgpOK9SCU3iyJ6maJt543tWB3cxXXqJB7K9DSv29xDRcRERERERHlwsXcNajHDFcf0xys+BXyLWE/ooNJzO/mZIlXNYcC6F0Tw0DEOVlS+tW+AbMJE8+whmu+Ock0qa1pxILWpDxyLKzJEo9NFDSaSaVOlng04D09g0NbOcjJkkz080Of54asgHcW1SvtsG2nYmHPAPbbfLJr9+nzGdZ6L4BNMCIiIiIiIsqNzZIa1DOg80oqv1++JRzAysEY5i2X4jUnS7ynNSzNksFo3NWAd/uq9ySUUjAMuwFjh7tnziIB7GmDbGu49PFysqS+TWqXKaJiJkuUUvZkicfWKdnF/8xruJhZkmqkNVxNLKpXXEs4gPO/tanr9xv0+xBP8utKRERERERE+fFWJalO9FQh3F3TIe96JdL4Nk6WeI0OwV0diVtFVzeaD86Gi77SV5vfLXkl00fIKwGALrOAns9kSchjEwWNRk+WZPtajySWUFDm08v+oHg+AAAgAElEQVSza7jimQPeO6rQgK9lwwLeo/IrJxAah14rGQ744Pe5l4dCREREREREjYkVxRrUY4a7j6tguLvWEk4tEnENl/c0h6VhNuhcw+VCs8TZcEnPLVlgrn1bZ1y2ZokU0Bfl0yzhZEldm9gu553lqyMZM26y0Su4AKDJY5MluvgfcTRL4omk1fyuZAZWPRg54J3NkkahXxNcrUZERERERET58FYlqU5068mSqjRLUjezcQ2X97SG7ckSPQGi80ZKEXTchw6O16w1XFmaJTqzpHt1ZNiV89b9JjhZ0gg6W8II+AwoBSzvjxT0sc5GgdeaZiF/6qQEIFOCetJmzChmljilT5Yws6TxBMyQ92Y2wIiIiIiIiCgP3qok1Qkd8F6NNVytjmZJwGeggzvuPafZXMW2ylzdA7gzWeL3GdAxJc5irlIK87tzZ5Z0NIcQ8vugFLCsP/N0iRXw7kJzh6rH5zOsRm2hIe9WXknAl5KL4wW6+B9zNIx0uHv7qCACHmse5ZL+eK2JMtui0QQDcg5oYgOMiIiIiIiI8sDKSQ3SmSWdVZ4sGT86DB93fHuObpitMlf3AO5coW8YBoLmVb7xpF3MXTUYQ99QHACwTsfIkyU+n2FNl4yUZRHlZEnD0F/rQkPe9XRA2IPPgWCGyZIVA/I6Zl7JcOmTOINcw9Vw9GuCX1MiIiIiIiLKh/eqSXXAziyp7mQJ80q8SQe8rxq0myVuTWro+3Gu4ZpvruDqam/Kuf5mUpbcEqWU3SzhFfR1b1KxkyUxc7LEg8VR3SByrqlbMSDN97HNXMGVLpSeWRLlGq5Go7/GzfyaEhERERERUR5YUaxBerJkXBWuBHYWFMaPZl6JF1mTJeb6HsOQFVpuCAaGX/luh7uPvIJL67ImS9YM+7tEUlnZDJwsqX/FTpbogHcvTpZYa6USw9dwcbJkODuzRE4cQ5wsaTh6soSr1YiIiIiIiCgf3qsm1YHu1dWbLHGu4ZrYxskSL7IyS8w1XEG/e9kPunDlLOYu6BkEAEzvHHkFl6YL6JmmDZwNGDcyVqi69GTJSCvXRuLMLPGaoD/bZAmbJenSH681MWaWNBo9zcgGGBEREREREeXDe9WkGheNJ638hmpklqSu4eJkiRe1hKWotNJcwxV0MbcmlKlZosPdx+VulkxuHwUAWLxqeAHdudqLkyX1b2KOfJqR2M0S7xVH9fM+4gx4H+BkyUjSJ3H0Gi6ubGocQa7hIiIiIiIiogKwolhj9FXAAZ+BtqbK75jnZAnp50Cvub4n6GLjwcoscTRLFvboNVwFTJZkWM0USUih0zDk9UP1zVq5VugaLms6wHvf3jI1I1eYr+OxbJYMEzLPR3qyxFrDxcJ6w9ANMX5NiYiIiIiIKB/eqybVOB3u3tESgq8KBd/WsF1QmMBmiSfpZolzDZdbAlYxV6ZAlFKYb06W5LOGK1tmiS54urk2jKrHWsPVNwSlVI5b27w9WWIW/xMZJku4hmsYK7MkbQ0XVzY1Dv39a1QwkOOWRERERERERGyW1Bwr3L0KeSVA6mQJ13B5U4t5BW6v2SwJudgsSc8sWTkYs9bOrd2RT8C7rOFa1h9JuXpe7lMK6mHmlTQE3ayNxpPWSrh8WM0ST06WyGs3Y2YJJ0uGGbaGi5klDcfKLAl573xAREREREREheNPjzVGT5aMq1JhS4d7A5ws8SrdMNMX8+tikxtCaWu4FpgruLram/JakzKuJYSg34BS0jBxsiZLmFfSEMIBv3UeLCS3JBJPmB/vvedB+qQEYK/h6mip/FrHWqebt5G0zBKubGocAWuyhF9TIiIiIiIiys171aQaZ0+WVKdZogPefQYwroXNEi9qCaWuK3FzDZe+r6gZxl5IuDsA+HwGJrZlXsWlGzBuTsJQdU2yckuGr10byVDMy2u45LkfTyokk/IaWzkgUzljuYZrGGdzKZlU1lQSC+uNo8v8fjFl7KgqHwmROwzDuMYwDOV4+6Tax0RERERE1Ei4xLnGdOtmSZUaFdM6m/GVCa3YYOJo+BmS7Ukt4dRCYaCMa7isZkln7hVcWld7E75YuQaL06YNItZkCZ+3jWJSWxPmLurDkt5I7hubvDxZ4pwCiyaSMJLA6oisuevgGq5hQo7z0ZD5vAHYLGkkJ++1AXabMQHbTe+o9qEQuWUmgH0BvGj+OZHltkREREREVCA2S2pMz2pzDVeVJkvCAT8eO3kXBmR7mDO3BrBXZ7khmJYRsKBnEED+kyWAzi1ZicWrUpslnCxpPBPbM08RZROJeTizxNEgiiaS1lopv89AWxPXcKVzTpboxwrwZqOtUbWEA9hx/c5qHwaRKwzDCADYFMBzSqnV1T4eIiIiIqJGxIpAjdFXy3dWqVkCgI0Sj2tO29fv6houc1opboax68ySdQpqlkgBPX2yxMosYbOkYegVOkv6Csks8fAaLsdzPxZP2uHuzUH4OCk4TMjvaJZY4e4+PlZEVKs2A2AAeMswjDWGYTxiGMba1T4oIiIiIqJGwqpiDYknknjzs5UAgM2mjKny0ZBXNVcisySRhFIK8801XNM782+WjJRjoSdLeFV445g4QmMsG72Gq8mDkyWGYViruKKJJFZazRKu4Mok5Jh0GzKbJVzBRUQ1bGMAcwF81/x9DMD1mW5oGEbYMIw2/QZgdOUOk4iIiIiofnmvmlTD3l3Uh4FoAu2jgpgxiT/TUHX4fUZKwTDoYvPBuYZr5WAM/UOSp7DOuEIySySod6TJkhCbJQ1DTxEt5WRJ3pzTEisGzWYJ80oy0s3bSDyJwSibJURU25RS/1JKba+Uek0pNR/ACQC+bjZD0p0FoNfx9kUFD5WIiIiIqG6xqlhDXp7XAwDYbnoH14BQVTlzS1zNLDHvK5ZIWlMlXe1NaCqgQGmt4UrLLIkmuIar0UzSa7gKmSyJeXvCyDktoSdLOjhZkpHzsdKZJU0hNkuIqG6sgvws15Xh7y4C0O54W6uCx0VEREREVLe8WU2qUbpZsv2646p8JOR1LWG7YBjwuXea0Fe9xxIKC828kkLC3QG7WbKsfwhxs0ECcLKkEemVa31DcQxG43l9jF7D5dVmiXNaYsVADAAnS0biXAu4hmu4iKjGGYZxhWEYhzretS2AJIDP02+rlIoopfr0G4D+Sh0nEREREVE982Y1qQbFE0m8Nn8FAGC7dTuqfDTkdS2O3BJX13A5VgQtMCdLphWQVwIA41rDCPgMJBWwfHXEej8nSxrP6KYgWswr/fOdLhnSkyUeLXrrZmE0nsRKcw1XR0uwmodUs8KOx4qZJURUB94C8DvDMHYxDGN3ANcAuFEpNVjl4yIiIiIiahisKtYIZ17JRpMyrR4mqhznZEnQxTVcAfO+4skk5vfIz/bTCsgrASRTZaK5nmmRYxVXjJMlDUmHvOfbLPH6ZImzWbKCAe9Z2Wu4lD1ZwjVcRFSjlFI3A/gPgHsB3AjgMQA/r+YxERERERE1Gm9Wk2rQK+YKrq8yr4RqQGpmSZnXcBU4WQLYq7icBXQ9WeLm8VL1WV/rPEPeGfBuv8bsyRI2SzJxTrqticrzhpMlRFTLlFJnKaXGKqXWVkqdpJQaqPYxERERERE1ElYVawTzSqiWpKzhcrH54CxO6oD3QjNLADvLYnHvGut9sYQCwGZJo9FTRIvznixhwDsARBMJe7KEzZKMnFM4nCwhIiIiIiIiIm9Wk2pMPJHEawtWAgC2Z14J1YCUgHcX13DpZsmy/iH0D0lg9zoFruECgMljRgFInSzRRfJggJNZjURPlizNd7LELHqHg9789hZyNCRXms2SDq7hyijkDHiPyvmIkyVERERERERE3uXNalKNmbuoD6sjceaVUM1oDpVnDZduZHy0dDUAYHJ7E5qKKE5OyjBtELPWcLHY2Uj01zrfzJKo2TQr5nnVCOzJEoUVXMOVlfPcppu3Xn3eEBERERERERGbJTVBr+DadhrzSqg2tIbLs4ZLFycXmCu41iliBRdgTxs413BFGfDekCa1m1NEBWeWePN5oF+vvWtiGIrJY8E1XJk5zxV9QzEAXMNFRERERERE5GXerCbVGDuvhCu4qDY0O9ZwudksCZjNwHhS8kWKCXcH7MySlIB33SxxcW0YVV+hkyWRuLmGy6sB72YDYKn5eIX8PrSwAZBR0HGu6F1jNks4WUJERERERETkWWyWVFk8kcTrVl4Jw92pNqQEvLuYARJMu9p/emfheSWAnVmytD+ChNl4sdZweXSioFFNbA8DAJavjuCRd5fkvH0k5u3JEv3815M4Y1uCMAw2EDMJ+H3Qw5xslhARERERERGRN6tJNeS9xX3oj8TR1hTARl3MK6Ha0BIuU2ZJ2n0Vu4arszUMv89AIqmwvD8CwJ4scXMShqpvfGsY203vgFLAT2+djZ/eMjtr2PtQnAHvAKzHaCzD3bPSzaW+NWZmCadwiIiIiIiIiDzLm9WkGqJXcH11+jj4mVdCNcK5tifg4vMyvfEyvcg1XH6fgYmjZeJA55ZEOVnSkAzDwE1HfBUn7LY+Aj4Dj8xdgj2veBa3vfoZkuZUkZZIKsQS8j7PruEyX2N6bRnD3bNzZrwAnCwhIiIiIiIi8jJWFavs5XkrADCvhGqLc7IkfXVWKdKnPtbuKG4NFwB0mau4dFGYkyWNqynox2l7b4j7T9wJW6zVjv6hOM66+x18928vY97y1dbt9HMA4Bouew0XmyXZ6OcJmyVERERERERE5M1qUo2IJ5J4bb5uljCvhGpHS5kC3p2BypPbm9BUQmFSh7wvMpslzCxpfBt1teHu43fEOfttjFFBP16ZvwLfuOp/+PPTnyCWSFrh7gCbJf1DslZqHJslWelJnL4hs1kS8ubzhoiIiIiIiIjYLKkqnVcymnklVGMqkVkyrcgVXFpXmzRLlqSv4eJkSUPz+wwcudN0PHbyLthlg/GIxpO49NEPsf81z+NVs/kc8BkIePR5kN7cZGZJdnpyTpkb3Upp4BIRERERERFRffNmNalGvGKu4NpuegfzSqimtIQca7jK1CwpNtxd05Mli/VkSVyqnZws8YapHc246Sfb4srvbIGxzUF8sKQfx9wyG4B3p0qA4c9/ZpZkl95c5RouIiIiIiIiIu/ybkWpBuhwd67golqTklnid6+R57yv6Z3F55UAwGQzs0Q3SyKcLPEcwzDwf1uthSdOmYVvbznZer+XG2bpjSJmlmSX3gweFWKzhIiIiIiIiMirvFtRqrJEUlkrY9gsoVrTHCpTZknA/cmSYQHvHi6Ue9W41jD+eNhW+OdPtsWMSaOx3+aTc39Qg0pvbnZwDVdW6Y01TpYQEREREREReVcg902oHN5bxLwSql3hgA8Bn4F4UrnaLHFOfUwvNbPEbJYs7RtCIqnsgHdOlnjWbhtOwG4bTqj2YVRV+vN/bEuwSkdSH4Y1SzhZQkRERERERORZrCpWiV7B9dVpzCuh2mMYhjVd4u4aLp95/8DaHaWt4Zowugl+s6HTszpiTZaEAnw9kXeFAqnFfmaWZMfMEiIiIiIiIiLS2CypEuaVUK0b3SRXpIddLB5OHtOE0U0BbL32WDSVeL9+n4EJo8MAgEW9Q47JEhY7ybvSm5tjuYYrq/TJklLPS0RERERERERUv7iGqwoSSYVXFzCvhGrbibuvj1fnr8Cmk91bEze6KYgXfrm7a1dvT2pvwuLeISzpXePILOFkCXmXs/jfHPKz+J+Dc7Ik6DdcXTtIRERERERERPWFzZIqeH9xH/qH4hgdDmBjFwvRRG467Ktr47Cvru36/bY1uZeh0NXehDcBLO4dQpSZJUQIO5olnCrJLeh4vNhYIiIiIiIiIvI2VhWrwMormc68EqJSdLWPAmA2S/RkCZsl5GHOyRLmleTmbK4yr4SIiIiIiIjI21hVrALdLNlu3Y4qHwlRfetqbwIgzRKdWRIO8LRG3uVsFo5lsySnkGNt36gQmyVEREREREREXsaqYoUlkgqvzGdeCZEbJpnNki9WDiKp5H3pgc1EXuKclOhodm/lXaPiZAkRERERERERaawqVlhKXkkX80qISqHXcH3WM2i9j2u4yMuczUJOluQWYmYJERHVs3nzgKVLq30Ujemzz4BIpNpHQURERBXGqmKF6RVc207vQIBFXaKS6DVcPQNR632cLCEvC6ZMlrBZkkuQkyVERFSPkknggguAr3wF2HRT4Msvq31EjWX2bGDddYGttwYWL6720bhj3jx5zixaVO0jISIAWLEC+Pa3gVmzgP/3/4B4vNpHREQmVhUr7OV5egUX80qISjV+dBg+I/V9gfR3EHlImJMlBXE2V5lZQkREdWH5cmCffYBzz5WmSXc3cPjh8ntyx5w5QCIBvPeeFDK/+KLaR1Sc7m7g2muBHXcE1ltPnjO33Vbto6JymT8fOPtsYMmSah8J5fLJJ8DXvgbcey/w3HPAoYcCG2zA1ydRjWCzpIISSYVX58tkCfNKiEoX9PswfnTY+nMo4INhsFlC3uUs/newWZJTSrOEkyVERFTrXnkF2Gor4NFHgVGjgN//HmhuBt56C/j442ofXeP4yU+AN98EgkF5XGfNAhYurPZR5ScSAe68EzjgAKCrC/jZz4AXXwR8PuDrXwc22khuF48DV18NxGLVPV63vPIKcOqpQF9ftY+kOpYvB/bYA7jqKqDNse59wYLanVj44IPGmdwqxIsvSqPko4+AtdcGzjwTGDdOml1eff4S1ZhAtQ/AS95f3Ie+oThamVdC5Jqu9lFY2if7hENcbUce51wrNZZruHJynjOYWUJERHlbvVqaFL4K/9/T5wOWLQM23FDWtmy2GbDFFvI2ZUplj6XRbbmlNEp2311WWM2aBTz1lKznqobBQSl6J5OAUvKmfw8A48fLr0NDMmmk81a23hr4wQ+Aww6T5on2gx8Ad9whK8duvBGo5wvOolFpFMyYIVMVbR6rtaxZA3zrW1Js7+pKPS/tu6+cMw46CPjOd4BddgH8NfB/3g8+kPPWpEnAhx8CTU3VPqLKWbxYpr622Qa4/355DM49F7j1VuCHP7Rvd9NNwLPPShNwk02qd7xEHsTKYgVZeSXTxjKvhMglOrcEYF4JkfM1MK6VzZJcUtdw8fxBRNSQIhHgrrvcW6X00kvA5pvLVfmV4Fyvte22Ulx77TVplACyksvNRsn770th/eGH3bvPevLuu/bv11lHVuRssIFMluy1lxTmK0E3QbT99wfa24GxY4GODrkSffx4YMIEYK217Nu1twPHHSfrmN57T5ohJ5+c2igBpCjr9wM33yy3rWc33QQMDEh2z9Sp1T6aykomgR//WM5LY8cCTz9tNx6WLpVGSXc3cP310vhbay3gxBOB55+v7uq+q6+W19JnnwG33FK946iGgw4C7r4beOYZaZQA0nw/5hiZGATk9f+HPwD//KfkUu2zjzRr088LRFQWrAxUkJ1XwhVcRG6Z5GiWBP11fEUUkQucxX9OluTmnMRpDnHYloio4bz+uly9e/DBEoZ+zjkyFVKMeBw4/3xg553lCu6//EVWGEUiEtRbDrNnS1PkzTft9+29NzB6dObb33svcPrpxX++d96RCYo77gD+7/+Al18u/r7qkX68d9hBMksAaUQ984xcBX/55UCoAv+/6umR5+vvf2+vyco2+ZFeQL3ySuDCC+2VW5nsuy/w17/K7y+6CLjmmtKOuVqiUeB3v5Pfn3mmXWz2irPPlrVrwaAU4Dfc0P67iRNliuHRR4Ejj5RmypIlwJ/+JOexjTYq37krm1WrpMGlXXaZ/Xpzw9KlwCmnyERYLYjFgF/+Evj8c/t9//d/QEvLyB9jGNIoOfhgmRR6+GGZnpo4EdhpJ2mkOHF9F5Gr2CypEOaVEJUHJ0uIbK2hAKZ3tmDauGZmluSBa7iIiBpUJCJFxO23l0mBcFjWE114oWQbFGr+fGki/OY3UtT7/vflfu69V6YPfvUrd49fKeC666Ro/957wBln5P6Yjz8GDjxQCo//+U/hn/Ott4DddpPsg6YmaQ59+GHh91PP/vY3+XXatNRVRV1d0nj79rft95XzCu/rrgM+/VS+jgHzYo4HH5TncCQiDYJYTL5GiYS9cqtQRxwBXHCB/P6kk2S1W7256SaZ+pk0CTj2WHm9HH+8rC2rRe+/bz/OyaSsTLv11uLu64Yb7KL5DTcAu+46/DaBgGTV3HCDNEoefFA+5847A/fcI1NKlTZ7tjQDNtpIGjgffSTn0lK9/LI0JI491m4YVltfH7DffsDFF8uqtEKaQttvL8+Vjz4CTjhBpk+WLwdeeEEC4rU1a4AxY4DOTvmYH/5QGvtLlrj/76HqWrkSOOQQaeLvu688x598Eujvr/aRNRxeRlkhHyyx80o2meyxHZpEZdTVbl89xMwS8jqfz8DDJ+0MwwD8Pk5a5cKAdyKiBpRIyJW3r78ufz7sMLlq/rnnpKiwxx72bRctAiZPzn5///qXFF/7+iQL4dprpVkCyAqkpUulYHvhhVKsKlV/v6xjuf12+fO3viVXGOfyla/IlfUXXQQcfTSw3Xb5ryR6/XUpqK5cKau+7r5bGkQ771z8v6PerF4N/Pvf8vujjx7+9wFH6WTBAlmlc8MNwFZbuXscQ0P2lMdpp9kTJeGwu59HO/tseR1cd53kmIwfn7noXouiUZm+AaShGA5LsP2nnwIbbywF5loSi0khe/ZsmVKaNElWUN1yi7zefv3r/LNjlAIef1x+f+650gDJJRSSdU777CPHEgwW/28pxR57yFrEzz8HHnpIplu+9rXS7jORkMd24UKZILz3Xlkxd9ZZcm6shs8/l4L2O+9Io+O884rLi1lvPTkn/OEP0sD+5JPU1XsLF8rzoadH3vQFAbfeKhcLVGIajsqvt1cuoPjgA/nzokXy+gHkvHH66dKUA+xmfj1nUVUZK4sVoldwMa+EyF1dKWu4+Noiagr6EQ6w8J8P5zljVJDnDyKihuD3y5WXEyZIVsltt0kT48ADgT//2b7d0qUSCH3ggalX6TrNmyd5AH19UqR46y27UQJIM2HmTClw/+UvpR97LCbTHbffLv+Oyy6Tq7/Hjs3v4887T5odq1ZJ4TCfq5jjcQl+XrlSCpaPPy6FOGejZNUqd9fk1KI775RG1frr524WnHkm8MYbkgHx2mvuHsett0rOxNSp8jwuN8OQQuyBB0rxvNgplWq4+WZpXE2cKNMEPp+EYQPy2tErzGrFBRdIo2TsWGniHnaYPTV27rnAUUflf8yGIee2f/0L+O1vCz8WZ6Nk8eLCP75UY8bIyrszz5QCb3qmTqHuuEPO46NHS0bPvvvKOUtPTlXa7NnSsH7nHWmKPfec5A6VoqUF2Hpr4NBD5fuRNmOGnLveeksmUS66SL7/ffyxO9+XqDa0tcn/D9ZaS/5f8Mc/yvfuddaR5oizgfb++/L/nn32AX76U2mmHnww8M1vypTsI4/Yt33oIXndBALy3GIuDgA2SypGh7tvxxVcRK5yZpaEuYaLiAoQTgl4Z4OJiKhuzZ4txWvt1FNlHc+BB478MU89Jat67rlHrkI/9VRpCjitu65czXveecCzzwLTp6f+vWHIbnxAcgCGhkr7d/ztb3Yx9dln5ZgKuTI0GJTpiJYW+Xh9lWk2gYAU2A44QLIN2ttT//7DD6UBc+aZhf1b6o1ewXXUUbkf87/9TYqVq1YBe+4p4dpuSCZl4gAAfvGLyl357/dLk+allyQTp17873/y65lnypX7gDQ3J0yQq+31dFYtePllO1vl+utlos3nk9fotdfK7//xDynyZ8uf6Ouzi5k+H/C97xV/9bhS8nyfOtWexCu3d991vxibTNqP7cknA62tcs4GpJmkr8SvlIcfBnbZRZpQm24qkx4zZ5b3c7a2Sq7SwQdLPopuEt1xB4vf9S4el18NA7j6ansl5EknyTluwQLgyy9TL+R46SWZ2Hr4YTnf3HKLXDzyyCPSuHPm5wQCMlmZSMj/BR57rKL/vFrFymIFJJMKr85nuDtROUxsa7L+f8jJEiIqhHMNFzNLiIjqUCQiq2u2204KBbpZ4fcD43L83PXd7wJz5siVlrEYcMUVMlXwk5/IFbraqafKVd+BETZYH3KIXNG5dKlc6V2KBx+UXy+4ANhxx+LuY/31pXEDSMbKq69mvp0z02HrrWVtTabg+Dlz5Irtyy8H/v734o6p1r37rhSzAwEptufS1iaNpV12keL1178OvPhi6cfx0ENS2G1rkyJ2JY0aJVf6a598Up3w70LcdBPwzDMyVaKNGiUFc0AanclkVQ4txcCATHolk3KeSp8YOu444L77pMn5+OOyRvCLL4bfz+CgNOcOP9ydCSDDkFVmiYScK8ptzhx5ju24o10A1p55Rs7Fc+YUfr/33CPN8fZ24MQT5X0zZ8oKw2TSbpxUQiwmV/IPDgJ77QU8/zyw9tqV+/zaEUcAN94ojytXMdUnpeR1ue++9sRZICCTdOkmT07NHzr8cJl6vOYamTy79FKZrL3xRpmi3HNP+7Y77ijne7228Fe/qo3zZpWxslgB7y/pQ++aGFpCfmzKvBIiVwX9PoxvlR2+DHgnokKkruFis4SIqK7Mng1ss41cUZxIAJtvXvhkx8YbS4H6kUfk9z09Ukz43vekiJiPYBD4+c/l91dcUdpVvPffL6HexxxT/H0AwI9+JOs04vHUdRvak0/K1Ew+ExGHHGKv+fnpT6X41mh0VskBB2QuRGXS2irPnT32kKtyv//90kPFL7tMfj32WGmYVMvrr8tKtv33l/DoWjZrlj1Voh13nDx+770nr6lqO+00O2dCNzLT7buvTINNmiTTXAsWpP59MimZMq+9JleLL1rkzrGde640lx96yL0JqZFcfbX8OnXq8ObztdfKuerSSwu7T6XsIPcTT0ydjNPnrTvukIZoJQSD8vo5/3xpftFaud4AACAASURBVKdP6lVKICDfB9ycTluxQhrmpZ7nKLehIfmecv75MumhL6TIVzAo/z864QRpuJx2mmSv/ehH8j3dOSXb0iK5OL/5jXxfe+MNmULxOFYWyyQST2D2whX4y7Of4pz/yol52+kdzCshKgOdW8LJEiIqRIhruIiI6o9SUnTbfnspgI0fL6sj7rhD9uAXY++9gbffloLdrFlSQCwkFPfoo6XI8O67pa2z8fkkOLzUApdhyOqN++6Tf4vTo48C++0nkzBXXZXf/Z17ruQrxONyfCNlvNSr88+XyZqzzirs41pagP/+V64cX7BAsgJKcdVVUszSzbdqaWqSr/WLL8pOfDezP3p7pWEwf37x9/Haa0B398h/394O/Oxn8vuLLqruGqL33rNzI266Kfs5auZMmXC66y6ZLnE680yZoAiF5DmXvhKwWOuvL885YPi5wk3d3bISC8j8/NZr/m67TVao5evBB2USsKVFVtc5bbmlFJxPPFG+T1TK+PESMl+pNXq5RKOFF9vTJRLS0DvqqNRJLnLfsmWSh3XbbdL0uuEGWbtVbp2ddubTOecMn/7yGFYWXdI7GMNTHyzFxY98gEP+8iI2++1jOOi6l/CHhz/AG5/J7tu9Ns7zKhUiKojOLeFkCREVIui3x9I5WUJEVAeGhqSwd9JJduF+7lzZ016qQECuSH/mGWkMFGLMGMmxmDNH8j0KdeedMp3gpjFjhgcKP/igTE8MDcnf3XRTfvdlGJKnsN12cnXxfvtJIHyjCATkcdlmm8I/trVVVp0ccohM3pRiiy1ksskZ1FsNm24qzaNwWCYzvv999wpnfr80NnfcEZg3r/CPj8WkgTNtmp1ZkslJJ8kEw377SaG3WjbeWCZBLrxQCqC5rLOOHLM2Z46s1NFTRzfeOLyRUipd2H/iCckzKIe//lXOOzNnpoaTazNnypRWIgFceWX+9/vFF9IoOf74zKsXb7lFmpD5TowVS6nsz8dqWbNGVp/tt5804orl98s5EpB8o4cecuf4KNV778n32Zdeku/hjz4KHHlk5T7/KafI66ivD/j008p93hpkqDoO+zEMow1Ab29vL9oqPKa6pHcIL83rxmsLVuL1BSvw0dLh/7kd1xLCNtPGYttpHfjq9A5sNqUdBvcFErnut/fNxY0vLsC+m3Xhz9/futqHQ0R14pNl/djzCvmh8IETd8KmU6o0Kk9UgL6+PrTLWod2pVSWFFgiUc2fmVwXj8sUyLPPyrqWX/yi/vexv/SSFA+nTJG8itZW9z/HokUy/aCLxgceKFetFjI9AwBLlgBf/aqEw/74x8A//+n6oVZcMikTPTTcQw/JFc2xmGT83HKLFE1LkUjIc+fWW2U64vnnZd9+vv7xDykeTpgg0ynpK7jSP1epx1tNPT0yHaHzSy64QDKayuG442QCZtYs4Omn3T2vxmLytf7yS+DmmyW/JZPHHpPze3Mz8NlnuXOntO5ueQ07Mxsq7fbb5TVy8MHS/K6l70tHHCHn6h12kNdbKcd20kky2bnWWjJJWa01Y43o6aflfNvXJ2uxHngAmDGj8sfx2mvAJptkP7fWkWJ/buL/Cop0x2uf4+Q73sa/X/nMapSsO74Fh26zFi45eHM8fdqueP3Xe+L6H26Do3ZeF5uvNYaNEqIymTZOTuTtzTUy6kpEdSHk+AGaa7iIiOpAICBXpT/5pIQ41+rPV/lOiSglV3ICwDe+UZ5GCSAZKLpRcuihUtgrtFECSJ7CAw/IsV5yibvHWA0ffCBNpN/+1t1VTUuXFnb7M8+UgubHH7t3DG7YZx9ZcRcISHPtiCOKC/5dsUJWyQDSvLjkEikGzp8PfP3r0hTIRywmGUUAcMYZuYt51WyUPPqoFPxL0dEhj7nfL6/hs89259gy+dWv5Jzw9tvSDHXT3XdLo2TiRDn/jGSvvaQ5NDgoKxHz1dmZu1Hy2mvyfH7jjfzvN1+Dg8Dpp8vvN9+89r4vXXCBvFZefFG+FoX48ktpkmsXXSSr2774Ql6D5J5x4+T8utNOMgVUjUYJINOxDdIoKQWbJUXabt0ObLX2GBy983Rc/8OZeP3Xe+KpU3fFJQdvgUO3mYrpnS1sjhBVyMHbTMWv990IP9tt/WofChHVkWCAa7iIiGqaUrJ+xrnjvrNTrn6uRUNDctX85Mn5FczvvFOKIi0tUtAql2uukYmQE06Q3IBSdulvvrmsFapkBkC5/P3vUgx8/XV3Cpy9vXJ1+SabZM/UcFq5Evjzn+XK71JyPMrlW9+S5prfL2uzCg187+mR9UpHHw388Y/yvq4u4PHH5XUyd64UsfNpMN56qxzDhAn5rzxLJiW7R4d9V8KCBbKWbbPNgHfeKf5+DAM47zy50vz668tbhJ86VTJR5s+XBqKbdFj0T38qq91GYhh2Af7qq7MHib/1VmErw666Ss5b5XgeXHKJNA/WXluCtGvNlCn2cZ15pmSY5CMWk+bWlltKowWQIrpufP71rzINQe7YfHNZA/rEE/L/nGpLJqVJ3t9f7SOpCjZLirT9uuNwz/E74ux9N8bem0xCZ2uWkz4RlVVrOICjdl4XU8aMqvahEFEdCfkdAe9slhARlc9HH0kjoRADA1J4Pv10KfaXa5e+m8JhmVbo7899ZfTQEPDLX8rvzzhDCsjlMn068Mor8jgGAu7e99//LlM+H37ozv3Nni1rlvbfv7Cg50JFo3Zmy9FHu3Ofzc2yc76nJ/+rrq+/Xp7rm20mV9bXooMOkkLzww9LYy9f3d3SKHnrLWlwOP9906fL2qWODuDVV2X9TLZzRCwmuR+APLb5HsdHH0nD5/zz3XuOZpNISK5Sf79kv2y8cen3WamrvPfZJ3sAfbFuu00aMccdl/u2hxwiq7j+8Ifs56ozzpCm+aWX5ncM554rq7ruv1+mTNzy2WfAxRfL7y+7DBhVo/WI00+XycBPPwWuuy6/jznnHGmSrFkjH6vNmmU3K2+91f1j9ZLHHwfefNP+88yZ2RuKlXTwwcD3vieNRg9is4SIiIg8qTkUgN9nIOg30Bxms4SIqGz23hsYOxbYc0/g97+XnI5YbOTbf/op8LWvycqtQECuvN9558odb7EMAzj1VPn9tddmvwr/6qvlCvQpU+yPqTd33w0cdZRMDMyYIV+jm26S4n+x/vc/yaV44AEJun39dfeO1+nee4Hly6VJte++7txnMCi5D4BMiuRq8EWj8jwA5MrvWt5MsddeqWvinngi++qy5csl0Pztt2X90tNPy8SN0yabAI88Ivf7xhvZA9//9S/5+/Hj858qAeR5uf/+cqz5FtZLceWV8nVvaZF8jnrMTFFKcqHcWk3n90szLJ+Q9UBAnhNHHjnyqsBXXpEis98vBd18bLCBnZXym9/k9zH5OOMMafLNmpX/sVRDa6s9vXj++TLRls3DD9tNoH/8A1h33dS/v/hi4MYb7SmTevbxx9JM+/3vgf/+Vxqs8Xj5P+8LL0gjd9ddJf+l1hxyiPx66aX5r0psJEqpun0D0AZA9fb2KiIiIqJC3TX7c/XfN7+o9mEQ5a23t1cBUADaVA38f5xvtf9W9Z+ZenqUmjhRKSm92W+trUrts49SN9+cevuHHlJqzBi5zcSJSv3vf9U57mLFYkqts44c//XXZ77NsmVKtbXJbW68saKH56pEQqn//lep/fZTyuezv7ajRyt1zDFKzZkz8sdGo0rdc49S+++v1E032e9fvlypI45QavPN5b6am+VzuG2vveT+zz7b/fs+5hi57403VioSGfl2N94ot5s8Ofvtas3558txn3qqUsnk8L9fulSpTTeV20yapNT772e/v2eeUeqdd3J/zmBQqUsvLfx4X3xRjiUYVOrzzwv/+HzNmaNUKCSf629/K9/nKadk0n5t3HdfaffV31+e5/X++8vx/ehHhX3cJ58o5ffLx774YunH8dxzcl8+n1Jvvln6/ZVbPC6vy298Q6mFC0e+3eefKzVunPzbfvazyh1fpb3yilIHHaSUYQz//0lHR+q57aWXlJo7V75vueGtt5Rqb5fP9c1v1ub5P5FQaost5BjPOKPaR1O0Yn9uqvp/3kt5q/p//ImIiIiIKojNEr4V+lYTPzMlk0q9955Sf/qTUgceqNTYscoqSpxwgn27OXPs92+/vVJf1Gkz+8or5d8wY4YUHNItWqTUYYcptfXWmf++Hn3xhVK/+51S661nfw3/8pfht3vvPaVOO02pCRPs2+2ww/Db9fZKUQ+QYtYf/+jesc6bZ3/uefPcu1+tp0ep8ePl/i+6KPNtkkm7oXDxxe4fQzldf739+J11VmpRcWjI/nd1dSn1wQeF3//ChZmbMAsXKrV6dXHHPGuWHNPJJxf38bl8/LFSm2win2P//TMff7345S/l37HllqWdn37zG3kOOJuh+VqzRqnrrpNitvOxfPNN+5zw4YeF3++RR8rH77VX4R+b7umn5Xx37LGl31elrFiR/e9jMaV22kkeo622kq9DLr298rUeGnLlECvm4IPt89g++yj1wx8qNXOmNOhnzky9rT6nBQLyOv/Tn6T5VIyPPrK//+20k1IDA6X/W8rlgQfkOJualPryy2ofTVHYLCEiIiIianBslvCt0Lea/JkpkVDqjTeUuvxypV54wX6/vlL32GPrr/Di1NtrT4488MDIt6vlIkmxEgmlnnpKqcMPV2rVKvv9N9xgT9zot4kTlTr99JEnD2IxeS7o2z/7rDvHePbZyrWC6Uhuvlk+x6hRmRsyjzyirAmrlSvLdxzl8qc/2V+X3/wm9e+uukqmZYopZj/9tEwm/fa3bhyl7eGH5VhbWpTq7nb3vpWShhcgTbIlS9y//0rq7pavAaDUf/5T3H0MDdkF4dtvL+4Ympvl4x97zH6/LnAfdlhxxzV/vhS8AaWef764+3AaGpLzfaO47DJlTQd+/HHu2yeTSm27rSp6Si8SkebijBlyzizXxQORiEzyffqp/b5XX1Xqxz9W6t13U2+bSKSeI5JJpXbe2X5N6LdttlHq9dcLO47PP7e/D265Ze2f+5NJuZgBUOq446p9NEVhs4SIiIiIqMGxWcK3Qt/q6memV15R6v77q30U7jj1VKUAmY4gmaIBZA3OAQfIaq18Vpokk0pdcok8nm55801pwtx7r3v3mS6ZVGrXXZWaMkWagOm6u5W64AJ5q1dXXKGswuGFF6b+nbNRVghnE+aqq6Tx5saKo2RSrpQH3GvEOAudkYisX8unwFwPzjlHHqtNNimugK2bhVOmFL+66Oc/l/vYc0/589y59sqkXGvbsjn3XKWuvba+G/KlWrZMqeOPH76OrL9fqR/8QKk77sj/vu66yz63F/Na/dGP7Nf8Vlsp9cQThd/HSHp7ZXXflCly/8cfX/x9JZNKffaZUtdcY6/Q8vnknJWP5cuV2mgj+bivfKV+mqrPPqusqZpPPqn20RSs2J+bDCX/ga5LhmG0Aejt7e1FW1tbtQ+HiIiIiKis+vr60N7eDgDtSqm+ah8P1T7+zFQln30G3HKLhFGPGyfve+IJCcu96CJgnXWqe3yVNns2MHeuBIV3dZV2XytXSqhyqfdTbl98AbS3A6NHV/tIyueSS4Azz5Tfz54NbL116fd5/vl2CHdHB7BiBXDXXcCBB5Z2v3feKa+9884DDjig+PtZsAD4xS8kCPqtt0YOIq9nq1YB06YBvb3AbbcBhx2W/8cqBWy7rTwffvc74Fe/Ku4YFiwA1l8fSCSA118H+vsl+H2LLYC77y7uPt1w/vnAmDHAcccBwWD1jqMUxx8PXHcd8LWvSdC4YZR2f4ccAvznP8BWWwGvvJL9cfn4Y6C5GZgyRf68aBHw61/La7zP/G/tN74h55bNNiv8WJQC3nhDnrd/+5t9n11dwC9/Cfz854XfZ7olS4BTT5Vzyhtv5HecAwNyDnvvPeD55+vr/wDf+IacC66/Hth882ofTUGK/bmJzRIiIiIiojrBZgkVij8z1YhEQgrJc+ZIofXKK6t9RPUpEgH23huYPx948EFg002rfUR04YXAOecA3/42cM89pd+fUsDJJwNXXSV/7uyUwnlLS2n3m0xKUbjYwnAkAlx2mTQA1qwBAgHg8ceBXXct7bhq1QUXAOeeC2y4oTQ6/f78Pu6FF4CddgLCYWkYdnYWfww/+AHwr38B3/kOcPvtQDwujZxS7tMpHpd/V77PiQ8/lHNOPA489RSw227uHEelLVoEfOUrwOCgNBWSSeC73y3+tbF0KbDxxtLY/P3vgbPOGn6bRAL44x+lMbLHHsD996d+vu5uec5de608voYhzY4jjyzsWPbcE3jySfvPM2YAZ5wBfO978px006efAuutZ//5n/8EZs0C1l038+0jEWDxYmlE1pPeXqCtrfSmWhUU+3OTr3yHRERERERERET4+9+lUTJmjBSLqDjd3VJs+uwzYMcdZVonX198ARx1lFz5XElKSRHtvPOAzz+XAuu998r7G8Gvfw28+ab8G91gGMAVVwBHHCF/Pvfc0hslAODz2cW+J5+UJs+//w28/DKwbFn2r8djj8nV47/+tTRKdt1VpkoatVECACedJJM9fr+8dvJ19dXy6/e/X3pT4/TT5df/9/+kMB0IuNcoueMOmVw55BDgvvuA1atzf8wpp0ghf7/96rdRAgCTJ9uP7eGHy9fqBz8o/v4mTpRGCCDnuQ8+SP37uXOBHXYATjtNpgIjEZm0cOrslAbp++/L1yQclsbHSJQCXnsNOPtsIBq13z9zJjBqFHDwwfJ1nTsX+MlP3G+UAKmNkrffBo4+GthkE2kYRaNALCZNPn1uCYfrr1ECyIRkHTZKSsHJEiIiIiKiOsHJEioUf2aqsmeflaLj22/Lny+/XApuVLwVK2SK4X//k+LpOefI1e+TJslVvVoyKQVyTa93mjULeOaZyh3viy9KY8fnk3UmDz0khdannqrcMdQjpaS5NHWq+4W6U04ZPt3V0iJXhK+7rhRt11lHCro/+pGsCALkOXb55aVdhV9P3n8f2GADaZisXg088og8PtOnA2PHDr/9smVSiE8kpJm0xRalH8OsWcBzz8kKoGOOKf3+tF/9StayaaEQsPPO8hr95jdlUsL5NX7oIWDffWXF1LvvyuNSz1avlumSJUvkz//+tzyvi6WUNJEeekh+vf9+aRZcfLGce2MxKbpffrk0QnO9fr780l7VBcjqsI02khVvd90la78WLJC/e+gh+ZoBQE8P0NTkToO1EJ9+Chx7rD3VstFG8vjed59Mtlx8cWWPpxx6e+Xrt+++wHbbjXy71atlDd+rr0rzavfdK3eMabiGi//xJyIiIqIGx2YJFYo/M1XZPffYWQtTpkhBpRxXuHpNJCIFt3//237fhhumXtG85ZbyeI8ZI4XdhQtlf/2tt8qV1JV02GFyJbv24IPAPvtU9hjIduedwMMPyzq3efNkcsJZG1uyRK6WV0qubn/2WeDEE4Hf/lYKvl70+utSqNbGjJGmiW4wHXCArN966y3g0UftLJtSvfiiNEx+/GNZy+QWpeQ58NBD8uu8eal/P2+e/PsAOd9ssYWs4TrtNODSS907jmr697/lXPiznwF/+lPp9/f559K8vvhimcD69rftCwX22w/4y19SGyD5Sn/uac3Ncr+nnZb57ytNKXlMTzlFGoeANPTvuUeOs96dcALw5z9L80M3heJxmfacOlX+rBQwfrw0rQBpcF5/fXWOF2yW8D/+RERERNTw2CyhQvFnpipLJGQtx4cfypWwBx1U7SNqHEpJ4eaJJyTHYOpU4JZb7L9fe20p3jlNmCBNk6amyh7r4sWyO7+vT65Yf+ed1KkXqq5IRJ4X8+ZJA+WnP7WvfP/4Y8l2cGNKop698opkycybJxkV6a64Qv6+HJYskYZnuRrNSsnX+eGHZXpm8WJp+mj6XDJhAvDRR43VMOvuBsaNc39SSr9mVq6U1WylTGPFYrLK8rzzgP5+aTwccohMkzQ3u3vcbli5UiaX7r1XXheHHVbtI3LHwoUyURWNSvNy3jxpZE2cmNps/PrXZSptu+2kiXr44VU7ZDZL+B9/IiL6/+3de7AkVX3A8e+PXVjYJ+CuiCy6EYwRUSQqWSMlj0SMr6jRKIhaoBYxxhLjI4lliDGiaEyMxkTRKCIlaimplIKWoiFqFIkbo8EISbmyMSgYWHeXJaw8Fn754/Rle4e5c+/cO3O7e+73U3Vqb5/p6Tm//XXPdPfp7iNJE87OEg3LY6YWuP562Ly528+476Kf/ayctNqxY8+/xx5bxilowsUXlytzP/rRcgJJ6qrbbiuPQLruuj0dTKeeChs3Nt2y0ag/wu/OO8vYLbfdBhdcUMa/0OxcfXV5dN397z+a5WWW3CxZMprlaXhnn71nXKIpq1eX/Zypfcxdu1rTiWVniTv+kiRJmnB2lmhYHjNJkjQPP/xheazS4x/fdEukZm3fXjpMVqwod44cd1y5a7Kld0rO9bhp6fiaJEmSJEmSJEkddcQRpUiL3UEHwUUXNd2KsWtn148kSZIkSZIkSdICsbNEkiRJkiRJkiQtakN3lkTE/SJiS0RsqNW9NyKyVjbPclknRMS1EbE1Il4zbFskSZIkSZIkSZLma6jOkohYC1wGbOh56THA04CDqnLsLJa1Dvgs8Ang8cDpEXHSMO2RJEmSJEmSJEmar2HvLPlkVe4VEUuBo4GvZeaOqtw6i2WdDtwIvCUzfwD8GfDSIdsjSZIkSZIkSZI0L8N2lpyVme/pqXskEMB3I+LnEfGFiHjQLJZ1DHBFZmY1/S3glwe9ISKWRcTqqQKsGrL9kiRJkiRJkiRJexmqsyQzr+tTfRTwfeC06u+7gA/MYnGrgS216Z3AYTO85w3ALbXy41l8jiRJkiRJkiRJ0rSGHuC9V2ZenJkbM3NTZm4BXgmcUt35Mchu4I7a9O3A8hnecx6wplbWz7HZkiRJkiRJkiRJACwdwzJ3UDphDqXcLTKdbcC62vQq4M5BC87MO6h1sETE3FspSZIkSZIkSZLECO4siYh3RcTzalWPA+4Brp/hrZuAjbXpRwM/mW97JEmSJEmSJEmShjHvzhLgu8BbI+KJEXEy8F7gwszcBVANxr5vn/d9Fjg+Ik6KiKXA64AvjqA9kiRJkjRRIuLoiNgUEdsj4p3hbfaSJEnSSI1izJKLgEuAzwAXApcDr6rNcjXwtD7v2wq8ltJBciNwNHDufNsjSZIkSZMkIpYBlwLfBh4LHAWc0WSbJEmSpEkTmdlsAyKOBB4OfDUzB41x0u+9q4FbbrnlFlavnmk8eUmSJKnbdu7cyZo1awDWDLvvrO6KiGcBFwDrM3NXRBwD/G1mHj+L93rMJEmSpEVlrsdN4xjgfSiZuRnYPJ9l7NzpcaIkSZImn/u9i9YxwFVTjzqm3L1/VL8Zq7tQltWqVoHrjiRJkhaPue77Nt5ZMk+rAA4//PCm2yFJkiQtpFWAZ78Xj9XAlqmJzMyIuDsiDsrM7T3zvgF4U+8CPGaSJEnSIjTUcVPXO0tuANYDtzb0+auAHzfcBs2e+eoec9Yt5qt7zFm3mK/uGVfOVlH2g7V47Abu6Km7HVgO9HaWnAe8q6fuYGDbeJo2o0n97prUuGByYzOubpnUuGByYzOu7pnU2IxLU4Y+bup0Z0mWAVd+0tTnR8TUn7f6zOj2M1/dY866xXx1jznrFvPVPWPMmflffLYBR/fUrQLu7J0xM+/gvh0rja0zk/rdNalxweTGZlzdMqlxweTGZlzdM6mxGZdqhv5/2mccrZAkSZIkjcwmYOPURERsoIxL0tTdIpIkSdLEsbNEkiRJktrta8CaiHhxNf1HwJcz8+4G2yRJkiRNlE4/hqsF7gDezH1vc1c7ma/uMWfdYr66x5x1i/nqHnOmkcjM3RFxFvDxiHgnsAQ4oeFmzdakbgeTGhdMbmzG1S2TGhdMbmzG1T2TGptxac6iDPshSZIkSWqziDgMeCxwZWbe3HR7JEmSpEliZ4kkSZIkSZIkSVrUHLNEkiRJkiRJkiQtanaWSJIkSZJaLSKWRcS6ptsxahGxJCIObbod42b+usecdYv56p6IWBURBzbdjlGb4HVxUuOa2G1sruwskSTNWUTcLyJ+NSLWNt0WSZLUrIjYPyIyIh7eU79PRAx97BkRl0bEc6vJ1wMfHEU759COUcd1fkScXU2eBnxuFO2c5WePNJYZPmvB8rfAcS1o/szZSD5rwXI2TFwR8cDqWGrVHD+rlfkaQVwTuY1Vy7sqIp5QVf0V8KZRLb/P5/ndMf/PmtS4GtsP6YTMtMyhAEcDm4DtwDupxn+xtKcA9wO2ABvMW/sL8EzgOmA38C/Aw81ZuwtwapWX7wC7gFPNWTcK8AXgjOrvE4Brga3Aa5pum2WvPL0XyFrZXNW7jbW8AG8HLq1NmzNLJ0q//edB9dMsI4Ft1e/KVuBnwO3AS2vzzPjbA2ys9i8Oq6bXVMt6covjurTne/vLfZbzIOAO4DHV9BLgv4Cz2hRLNd+RwLY+7x95/loS11jyt4Dr31nAjcBdwOXAoZOQsxniGnnOFjCu11L2C64GbgFOmJB8DYqr09tYbd59ge8BJ9bqngv8CLgBOG2azzitWpdXVNMPAW4FHtniuL7Xk7MPdWhdnHZ9o9vb2KC4xr4fshhK4w3oYgGWVSv6+cARlB64M5tul2WvHK0Fvll9OWwwb+0uVT62Ac8DDgE+BXzDnLW3AAcCNwNHV9MvouwcmrOWF+D06rvxDGAd5SDmT4CHAt8GTmq6jZZ7c3Ul8NRqezsQWOU21v5C6RjZCRxRTZszSydKv/3nQfUDlpPAkQNen/G3pzpwvxJ4W0/9Kygnoo5oW1zVPDdU3wFT39sr+szzKeDjPXVPpZwwe1yLYvkFysmTHHf+2hDXuPK3gNvV8cD/Ar8OrAe+Blzc9ZwNimscjBPMjgAADf1JREFUOVvAuH4R+ClVxw9wDvDVCcjXtHF1fRvrmfeN1fwnVtNHU04+vwx4JPAD4GE971lJuTj0rJ76Pwe+D6xtYVzLgduqdXIqZwd0YV0ctL7R4W1spu1o0Gtz3cYWY2m8AV0swLMoJ3aXV9PHAF9vul2WvXL0ZeDs+heSeWtvAZ4OvLw2fRJlZ8OctbQAhwOn16YfRTk5aM5aXICDKQcw/0npLHl19XdUrz8T+FjT7bQkwNJqm1rZU+821uICBKWz/8/MmaVrpd/+86D6AcuZ6WTajL89wB8C/93nOzCATwI/ZporcRuMaz1w4wzLeD6wA1jf57V3UE7enNh0LNU811AeOZLjzl9L4hpL/hZw/Xsp8Fu16TOB/+p6zmaIa+Q5W8C4jgKeUZv+TeDqCcjXoLg6vY3V5nso5c6ZLezpVHg38IXaPGcD5/a87/2UJ2gs6alfRukE/A/g8JbFdTzwzRne19Z1cdr1rePb2KC4xr4fslhK4w3oYqE8U/Dztemgz228lkZz9JDq33u/kMxbdwrwcsrVFeasA4Vyu+5FwIXmrN0F+AhlR/1CSmfJR4D31V4/FLim6XZaEuBYytU9m4GfUx6d9iC3sXYXyqNCbqOczHl69f1oziydKP32nwfV115/FeXxOFunKbuB36jNP/C3B3ga5bEXJ9HnkXWUqz0/TLmw5lxgaUviejZwE+UEym2UkykH1V5/DKUT/IX94qrmeTNwN+VOtJVNxTK1TGAD9+1UGHn+WhLXWPK3kLH1vP/twOcmIWcD4hp5zpqIq/rcLwF/Okn56hPXRGxjwBWUE+lfYU+nwj8Bf1Cb5/Hsve/3O5ST0A+fJmfLgc9T9v3PblFcvw9cT3mixA7KceSyLqyLg9Y3OryNzRDX2PdDFktxgPe5WU3pbQWqvSy4OyIOaq5JqsvM6/pUm7cOiIj9gNcB78OctV5EHEO5Nf4UyhUa5qylIuIk4NcoO8FT9soXZefpsIVsl6Z1FKXT+LTq77uAD+A21loRsZJywPQDypVdr6FcKWjO1AnT7D9PW19zJ/CNzFzbr1Cu3ryrNv+0vz0R8WDg05STB1cA91SDnd5bKCcOdlOei39YZu5uSVwPozzK48nAYykn5N9WxbWa8gi+91C+J+4TVxXbRspjaQ+jPKO8qVgGLXPk+WtJXGPJ30LGNiUi7kc5Ofu+qqrTORsQ18hzttBxRcRTKWNYPAB4a1Xd+XxNE1fnt7GIOJMybsVf9ixrUM42An9NOQa7pl9slBPb36jmW9eiuB5K6TzZSHkU3pMox/xdWBenXd/o9jY2KK6x74csFnaWzM1uSg9i3e2U3mC1l3nrhnOB/wM+iDnrgqspJ+C/T7lCw5y1UETsTznR/ruZubP2Um++zFVLZObFmbkxMzdl5hbglZROyX1wG2ur3wJWACdn5lso+ToQeAnmTJPtnlnMk7W/p/3tycwfAY/KzA9RTtw8oJpnPXBAVT4JXJ+Zf5OZZ86z7YMMFVdmvj0zn5KZ38/Mayknxp5bvbYTOD4zz6E8unQF5XEnT2BPXO+gxPX3mfmMmTqBxhnLDNqUv5HF1cL8zSe29wFXZubnqulJydlecbUsZ3ON63LgKZQc/XlVNwn5uk9cLcsXDBlbRKwDzqMMtN372YNydhXwCMr5jTXAcZTzHQfUyjeBH2XmGzPzj+cUzR4jiyszX5GZL8rMH2bmvwJvYU/OWr0uDlrf6PA2NsN21LZtrLOWNt2AjtpGGTCnbhWlR1DtZd5aLiKeRHkE18bMvCsizFnLZWYC34mIMygDvL8Bc9ZG5wCbagfNU7ZRXb1UMVfttYPSUfJT3Mbaaj3wL5m5DSAzd0fE1ZSrutb1zGvONEmWAU+IiK3TvH4gsF9teuBvT2Zurv7dWd3BekNm/mTq9Yg4BPjiiNo+yLBx9doBrI2IZZl5R09ch1MeUfPdzLwdICLuD/zP6Jq/l/nGUtem/I0yrl5N529OsUXES4AnAo+uVXc+Z9PE1avJnM0prupk5Ncj4lXApZTHHnU+X9PE1atr29i7gQ9n5nf7zDurnAE7I+KXKOO43HvVfkQ8gPLopFEYZVy9dlD2d4FurIs1965vTMA2VrPXdjTotYb3QzrFzpK52QS8bGoiIjZQVvBtDbVHs2PeWiwiHgJcTLny/Zqq2py1VEScDDwlM19fVU1ddfCfmLM2egGwLiJ2VNPLKbfXQrnle8qjgZ+gxkXEu4CrMvNTVdXjKFcefQ+3sba6nnJVVt2DKbfo33uSwJxpkkTEUsqB9crMvCMi9q0ueAlgTWbuqOZ7QO1tmyiPGJwy6LfnBcBne+oeyOhOKvU1l7gi4hLgL6qriKF8b/+0z8kLKHH9Y2buqtU9ELiyDbHMoBX5G3VcbcrfXGOLiOMoJz6fkZn/W3up0zmbLq625GyO3xcvAA7NzKnHHu2mjBMAHc7XoLjakq+5xla16daI+L1qeiVwWUScS8nZRso4FjB8zg6luW1sUFzPBp6dmTdUrz2OMuj5bONqcl2cdn2LiC5vY4Pias021nnZgoFTulYonUw3AS+ups8HLm26XZa+ubp3ECXz1t5CObl0DeXW1JW1sq85a2eh/JDupAxmfDjwUcoA1G5nLSyUK4A21MollLGB1lIGDz+pyt1lwHubbq8lAV5MGfviicDJwLWUAzC3sZYW4GDKFVwvr7a5V1Fu6z/SnFm6VOr7zzPVUx4/t51yVeabgbdV9WcDl1V/H0PpHDykmp7Vbw/l2ei3AQ/qqd8JPKyFcf0J5VEqvwI8nfK8/nP6fN4xVQwbe+qvBp7chlhq793AfQdCH1v+Go5rrPlbgPXvEMo4gm+kdjzV9ZzNENfYcrYAcf0yZTDvZ1fr4+XA+ROQr0FxdX0b29BTrgJOpVz5f0wV91GUxxt9G3htn7a8hDJY+spa3cFVG/dvYVwXAJ+hDAx+ehXjizqyLk67vtHtbWxQXAu2HzLppfEGdLUAzwJ2UX64twKPaLpNlr552usLyby1s1R5yT5lgzlrb6EMHHZN9UP7aWBdLZ/mrMUFuBA4o/r7FZTbjm+mXCl0SJNts+yVp/OqHej/oQzGt6KqdxtraaFcVfiNKj/XAc8yZ5auldke6ANRre9vrqZPqH5LllFO/twCnFi9dgnwidp7p/3tAZYAv0s5QfG8Wv1jq/pdTHNSqcm4KBf5fLjaL9pMOWmxtOeznkvpVH1Nre6RwHMoV2A/uA2x1N6/gZ5OhXHmr8m4xp2/BVj/Xk2f46mu52xQXOPM2UKsi8ALKYNMbwf+Dlje9XwNimuc+VrI74/acr4yNV81fR5lHIztwL8BB9Re2x94UxX7E2v/H8dRTpJf18a4KB0m/0AZY+VaylNA6vO2dl2caX2jo9vYoLhminm+29hiKo03oMsFOAx4JtUJQks3innrXjFn3SvmrFuFcuX7M4DVTbfFMuucuY11rJgzy6QVyvO+LwMOqqYDeD+wtpp+JXtOCj2MMiDqfrX39/3tqQ70twCn9NRfRLni9fQ2xzVguedQ7jJ7QU/9W4HvAL/flViazt8442o6f+asWzkzX93K1wLk7FGUge2X1er2Ab4E/DvwmJ75rwC+2pvLtsU14DM7vS66jY1nG5uEEtV/jCRJkiRJjYqIlcDdmfnzptsyStWzyVdl5vam2zJO5q97zFm3mK/uiYiDgZ1ZBr6fGBO8Lk5qXBO7jY2anSWSJEmSJEmSJGlR26fpBkiSJEmSJEmSJDXJzhJJkiRJkiRJkrSo2VkiSZIkSZIkSZIWNTtLJEmSJEmSpDGJiLMj4vXV3/tGxAERsaTpdkmS9mZniSRJkiRJkjRPEfGmiPj7Pi99D3hrRBwHPB+4GdgaEfVyZ0S8fEEbLEnai50lkiRJkiRJ0gARcVNP58bL+sy2uyp7ycwrgIuBgzPzY5m5MjMPysy1UwW4HLhrvFFIkgaxs0SSJEmSJEkabA2wserYuApYEhErqsdqTZ1fuwu4OyKWRcS+ABFxVUScnJlnZuYXZviMu8fXfEnSTJY23QBJkiRJkiSp5frd9XEz1d0kEZHA/pRzbU8HXgF8DDhwauaI+Ddgdc8yzs/MvxhLiyVJQ7GzRJIkSZIkSRose6bvzMzl9YqIeB3w6Mx8Ya16N3BP9fd64LjM/O9q/rcDq8bTXEnSsHwMlyRJkiRJkjTY3cC3ImIrcAqQEbFfRJwyxDLu6VPX2wkjSWqInSWSJEmSJEnSYPtQ7gqZGowdyiO2LoiI3x5iOV+JiM0RsRn4nVE3UpI0d3aWSJIkSZIkSYMt6ZmOzLwJeDVw6hDLOTEzj8zMI4EPjKx1kqR5s7NEkiRJkiRJGmwJez+GawlAZl6Smc8ZYhm9YkTtkyTNkwO8S5IkSZIkSYMtpTyGa3NEXAbsN4dl/Bj4csRe/SPnj6JxkqT5s7NEkiRJkiRJGuxGYHf190uAn/eZZxX3HbB9OdX5t8w8tt+Co/SerAN2jaSlkqQ5sbNEkiRJkiRJGiAzD6/9fVP9tYhYAXwLeCjwyp63rgT2n265EbEO2EK56+SfR9VeSdLwIrO3w1uSJEmSJEnSbEXEkcDNmXnLHN77wMy8YQzNkiQNwc4SSZIkSZIkSZK0qO3TdAMkSZIkSZIkSZKaZGeJJEmSJEmSJEla1OwskSRJkiRJkiRJi5qdJZIkSZIkSZIkaVGzs0SSJEmSJEmSJC1qdpZIkiRJkiRJkqRFzc4SSZIkSZIkSZK0qNlZIkmSJEmSJEmSFjU7SyRJkiRJkiRJ0qL2/3HVQMsEptf+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 某城市一小时内的温度变化情况\n",
    "# plt.figure(figsize=(20, 8), dpi=100)\n",
    "# axes列表\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20,8), dpi=100)\n",
    "\n",
    "# 准备温度数据\n",
    "x = list(range(0, 60))\n",
    "y = [random.uniform(15, 18) for i in range(0, 60)]\n",
    "\n",
    "# 准备北京的温度\n",
    "y_beijing = [random.uniform(1, 3) for i in range(0, 60)]\n",
    "\n",
    "# 画折线图\n",
    "# 添加线条注释，还需要增加显示\n",
    "axes[0].plot(x, y, label=\"上海\")\n",
    "axes[1].plot(x, y_beijing, color='r', linestyle='--', label=\"北京\")\n",
    "\n",
    "x_name = [u\"11点{}分\".format(i) for i in range(0, 60)]\n",
    "\n",
    "# 图的名字，标签，美化过程，在show之前使用\n",
    "# 美化刻度值时候，必须使用数值类型的数字\n",
    "plt.xticks(x[::5], x_name[::5])\n",
    "plt.yticks(list(range(0, 45))[::5])\n",
    "\n",
    "# 美化标题，横坐标描述，纵坐标描述\n",
    "# 增加折线注释\n",
    "plt.legend(loc=\"best\")\n",
    "plt.xlabel(u\"时间\")\n",
    "plt.ylabel(u\"温度\")\n",
    "plt.title(u\"某周11点0分到11点59分的不同地区温度变化情况\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#折线图\n",
    "\n",
    "# 显示温度变化的图\n",
    "\n",
    "# 1、创建一个画板 figsize指定画板大小\n",
    "plt.figure(figsize=(20, 8), dpi = 100)\n",
    "\n",
    "# 准备数据\n",
    "x=[1,2,3,4,5,6,7]\n",
    "y=[17,17,18,15,11,11,13]\n",
    "\n",
    "# 默认只有一个Axes，画了折线图\n",
    "plt.plot(x,y)\n",
    "\n",
    "# 美化工作\n",
    "plt.axis('tight')# 坐标轴适应数据量 axis 设置坐标轴\n",
    "\n",
    "# 保存分析结果的图片\n",
    "plt.savefig(\"./test00.png\")\n",
    "\n",
    "# 显示整个figure\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JkiRJkiT1MIgiSZIkSZIkSZLUwyCKJEmSJEmSJElSD4MokiRJkiRJkiRJPVbqIEpEbB8Rv4yImyLisIiIFX1MkiRJkiRJkiRpzbDSBlEiYipwMvBrYGdgO+A1K/KYJEmSJEmSJEnSmmOlDaIAzwLWB96WmZcD7wT2WrGHJEmSJEmSJEmS1hSTVvQBLMKOwHmZeWd7fyHVG2UhrdfK1M6kdQFuvfXW5XqAWjy/Ao2KJ8qqa+b47s7r+qrpjjvGd3+eJ6uocT5RPE9WTXfgeaLRGc9LiueJRsPzZBU2jhcUz5NVmM/GGg3PkxVuSf8mkZnL+FCWjYj4ODAtM/frTLse2CYzbxpa9n3Ae8f3CCVJkiRJkiRJ0irmfpl59WgXXpl7oswBZg1NmwlMB24amn4ocMTQtHsBNy6fQ1vjrAtcBdwPuG0FH4tWbp4rGg3PE42G54lGw/NEo+F5otHwPNFoea5oNDxPNBqeJxoNz5Nlb13gmrGssDIHUW4Eth+ati4we3jBzJzFwgEX+ystIxEx+O9tmenfVSPyXNFoeJ5oNDxPNBqeJxoNzxONhueJRstzRaPheaLR8DzRaHieLBdj/juuzAPL/xLYZfAmIragxj2xd4kkSZIkSZIkSVruVuYgytnA+hHx6vb+YOCMzJy7Ao9JkiRJkiRJkiStIVbadF6ZOSci9gVOjIjDgInAk1fwYa2pZgHvZ+GUadIwzxWNhueJRsPzRKPheaLR8DzRaHieaLQ8VzQanicaDc8TjYbnyUogMnNFH8MiRcTmwM7AzzPz+hV9PJIkSZIkSZIkac2w0gdRJEmSJEmSJEmSVoSVeUwUSZIkSZKk1UJETIiIqRERI8yPNn/ieB+bJEkamUEUSaPWCvUbLGaZyRExoWfa/SLiNZ1pB0XEY5bToUpaBtpvd7k+xEfExO4+2j4nR8TknmUnRMTUEbazYURsPDTtscPXI636Rqp40pojInaPiGeNYfnNIuK/R7lsDL3fMCJW2nEktWQiYqeIePYi5k+LiCnjeUxa9iLizIg4dgnWuywi9hvjOnMjYs9RLLoDMBO4JyJy+AXc0+aP+hqnFSci7h8R912C9Tb0GrP6G2v5od17PhIR9+pMe2VEPH7ZH51WF4uro9OyY8XCOFhUS5M2f0JETBvPY1odtb/j2hHxgIjYOSKeFxFviogjI+LHEfGGFX2MK1KrlFy33ZhHeq0VERuMVEkJHAB8aWi7w4W/g4EbIuIfEXFxRMwC/ghsBXw4IrZpv4cDgclD2/pnRFzZHlxuad/fbhExu02/MiKuioiblskfZTXSKqLHVLiKiMdFxIdHuew6w5XaETFlLBXs43Wd6yustr/PA0a5/tYRsemyP7JV0keAqzq/v+HXrL5KqIg4LiL27pk+MyLWGZq8J/DXiLi5/bb/AnwYuCkiboiIm1rFwg3AjcCFbVs7RMQ5ne/1lcBnOvu6H3A2sGXPcTwxIl7WeT/VStLlLyImRcQPIuK1S7j+TyLiX4FfR8TWQ/MmtPNkzgivuRFx/gjbPTkiLoqIn/a8fh4R1yzJ8WrpRcTVEXFjKxNc267lARxBlSv61tmgXYPmvYDDgL0j4gud6V+MiPcMrRvA+bFggObQ9tIqKCrgdnzPrBcCT1zEql8A/qNne4Nni4e054vpy+hQtXzMBm5YgvXuaq+xuHuU+7oY2ACYDqzVXncAD2n/nw5sBJw2xv1rxfgG8I5FLRARp0enMWHzdeq+tG1EvHh5HZzGX0S8tfN9nxARr251LcMNTfsah82mrg9HtGXWAT4GGHBbjUXEfhHx257pl0bEMxaz7mOAy9qzr5YzgyjLWUSsBZwP/CIizmuva1tF8HkRcR5wHlXR013vhRHxP8MVlBGxS0RcuIj9Pagts0wqKyPivyNi96FpW0bE1Z33D46Ilw7fANrx79GzzWMj4m0j7G9y+3e9Vhmy7tD7qe0BevrQevcAVwMXACdThZIjgU2AS4FPAueO+Q+wenkS8A/g2s7rn8Dtnfd/B64BnjlYKSKeHREHtLdfAZ4eEY9o8x4B/C0iNhksn5kfBI4CPpWZ2wN/Bp6SmWdR38mjgV2BizPzZ0PHeCswIzO3Ar4KzKIeKv6YmVtk5hbADKp1lhb0HOD7MbaWUDcDb4+Ix41i2e+xcIu4twNfHsP+DouIzy1qgYjYNCJOjIiNOtMOiYhPDC33t4h4aM/6zwcub4XX6W3aNOAE4PQY6qkwgn+nCqtrvMw8MDM3Hfz+hl/Ab2mVDBGxcSvoXQy8CHhfRPy+fReD6ZOB86ICrEe2fZyQmZtT1+mPZ+Zmmfn2zFwnMzcGXgpckZkbZ+YGmbltO7yLgTOo73Ui8GkqgDu4/+1O3Rd2awXT/Tsf7Q7g8Ih4Z3v/c+D6qKDN4HV7RHxtOfxZ12QHUBXfh0TEZsMzW/ll34jYe/AaWmQWcD3wLoaCY5l5DzA7Myf1vahr5EgVYrOBnwLf7Xmd0uZrxZgNPJKqzP5mZs6lAq9bAK9r15KrW9l6/bbOWsAu1HnyLuq6cwSwKXAIcBFwYps33DvlacDDgAtjfsOB+wHzyitRDQjsDbXq+CXwtIh4M0BEfCYifgW8CXhxRPyqvT4xtN4s5t/f1u6cDzOBuzLzUuoasenw85pWKnPaayGLeV6eS/UIWeb7ysw5mXlLZt6VmTMzc/BcM6u9vyszb8xM7z0rmYj4/FBZ8QZgR2D/4ekR8dPOqrOpIFvXTW36HcBHIuI54/MpNA7+F3h3RPwQWJuqm7oK+GdUw5C5MdQ4DCAizqEan+5OPb9cBvwfFVQ9Lqqh6Wh6u2kVEfOzuMym6uWGrQVkVEO03rJGZp4P/AR4+vI7Ug3Y6nI5y8y7qBvrPBFxNHBDZr5vEat+F9gJuHdE3AHs1aZvDqwfEW9t7y/PzJPbdo+iHixvADaMiKdl5iVL+RHOBr4YEdtTFd/HUD/ue7eL+tfaMW0G/M/Quv8JPL8d22OBQUXtQ4GNOp/h5My8PCLWA34VEd0CxrntOXXwsPrr9v+ZwKM6y80E7p+Zc9r+nk5Vxr1raT786iQzf0S1bJqnBbnelJkzFrUqcEBEfDIzr4uIbwJvBPahKkr/nJnXLm7/EXEIVRHyCOocmBMR3wa+lJnfbYsNFy7nUMHebSNisI+J1IOtFvQu4L2Z+Y++ma3CZ0KrgAIgM/8QEe+gp2IxIiZ2l6X+5sMPc3dRgbheUd2QZ1MPousArwJeMPTQOqkdy+3t379HxEXAz6JaAh8MPAaYEhFf6ay3PvDRiDg3M+e1EM7M70XEFcDbgD+26+JLqAr3nTPztp7j/AtwXfuMAUwFZg49/DwI+HBmHj3S510dRbX2Pwe4jfoehz2QukZAnQs7UX/v44H3Ua0oLwOOBY6jKidnUfeT4d/7SJ5EpwJzoFWavz8ijqGCIFOpa8a57aHlMcBJbfGJ7TVY9zcR8UTgaxHxucx8FEMi4vXMv29pKbX7zcFUy++nAKdExHMy8++dxSZQv8G3Aj+kfsNvB15LnX8PpFqH3wFMiohPZ+aRnfUHZYBtMvOP7f+PpX6/g8qKPhOpgP/FPfOmMb8MovE3+M6eAfxXVKONI6hg2oHAWdQ16sjMvKUtew91fXkr8HiqHL4tFTzZAXgA1WBkJnVf6noX8MW23GcjYm5bfoeI+GRbZjIVbLl0WX5QLR+ZeWNUb/Q3UY18HgwcnJlnDJaJajH8L+3/WwP3pxpi3RXVwvNz1PPXbGA9YHLMbyh2AHUenTM+n0hLqlVA7UCVK54B7BoRm7Tn9WW9r+nAY9u+nk1db57cyuNTqYBJLmITRDVQTIMpK5WpwNGDepyIeDDwX8DLMvOmiJiSmbNbRffBnfXuAY6MiI9Sz0S7U40HJ2fmVRHxVGDLiNghM0dsMKtVxt+AXwF7AFtk5ixgY4CI2Ao4KzP7eg1sAuyRmb9ry55H3a/Oau+/xlB9jlZ5bwBeR5UtNoyI3w3N35TKtDAHeAvwg4g4HXgyCwf6nxMLpq+cDOyfmccslyNfQxlEWY4iYjvg9+3VtSkwNxbspTGR6sK7O9UC/+Y27bVUZdO7qYDEzVQQ41dUq/AnAie3G+/uwIMy8/ao1t7/Afzb0nyGzPxyC2rc3Cq6v9seYM/LzK0i4pFUz49HDAqCEfFFKgp6FzA9Iu5P9XDYnqpIezyVruVXwKeAy6lg0K3ANm0b06hWXtv3ve8xfAH5HfCQiJicmXe3bUwEpmXmHUvzN1kDnUZdK3Zr/z8UWKdFzF9FnZt9DmgPpYNUO7+gKhweTwXePkpVTl3WWWci8NOImEO1uDiPKqz+Bhh0c96CCt6t0SLiP6mu40lV8K1HnfMf6Cw2gbp57k5VRJ0b1WtroYe2GEoBD/yVKsyvR1UW3QM8Nar3x6OpCurpwMRWGT0deHdmfr1tbxIVmJjZ1p3ejuHHbR+Dyq5pVIvgeel9MvPQiPgH9d2/lypYbAC8v3OMj2nz/jb8WTLzooh4HdWz4f3tGA7rC6A0vwDenJnXRvWSe3hm/vvQ32cf6jq2RsnMP1EF+l6tcB9t2YzqRvxB6r7wMKq30nOAh1OVmHdRvYK+TgVb5rRr8+S2nYjqwTmrBUkAnkvdO4b3fX/qvnB9VCq7PwDPyMwrI+JJ1PXpmYN7QGe9Sa0V6BXUebTIP8Fi5msxWoXRG6l7x8ta445L2kPk+RHx5sz8DkBm/hz4eUS8EDglM89q15IjqOvID4CPtOkLjZnT9rcecGZEvKZVkr6CCtydQX8gEOBPwPOoxh+XUedpADtTrdiHH2g0fpJqhbcz1bBnD6pX6zepVnd/A36WmSd01rmHuiQdHBGfpyoyr6C+3ydSjX5mAk9v1wEAIuK51EPp8Zn5A+D+EXEfquyyReeapFVMZp4SEYPUSCN9j4Pr/U7UfWtLquxxVWY+fLBQVA+5rTLz4IU3oZVJu39Mo1p070I9g8ylAl4/osork9p9YzhQEVSwrNvwZwJVNr15OAASEWu3dfaPiEOpxn5/p65Tn6WeaaCegf7W1hk+5D/3TDuAKs9q5XAE1bBo4M/t32Mj4oPAiRHxFKrM8afOcvdQleHHtUDtLsB2wBOjMj5MpeqMjqHTM0GrnqjGx/9DNR67jQrYLjITQ8c9VPqvQWD3IcBnImJwzj2IamSk1URmHgUc1coWrxxu3BwRVwL7dht+UM8pr6Z6y2+emf/Xt+0WdDODyzJmEGX5GhTGng28vP3/7Pb/G6ggwiAo8DmqwvH0zNwIoLVUeCAVNLk7M38aEbcDt7X/b8X8fNB3Uj+uQRewC1jK7lyt0Dg7M78WlbpgWuczDVrHfJlq6XdjKzzemZn/1uZPAq6kKj0eRj2E/LQFjy5v/7+FqkRbG7ikfY65VCH0joj4PfXwfFd7P2glOgW4MDO7gahfDRU8bwWujYhBJetE6gFph6X5u6zKolIZvZ6qUB5Vb47MnBsRnwYOAk7LzD+0bT2fKvAN90Aa+ERmfigiLm3bObOttx6wSWae0rPOWsDjWyXosdQ1aisq8Dh4gFh7NMe9BvgYVSk5hSpsv50qrE3vXAcGKQVnU7+pQeV0RnUX/lRmLvT9tUrtQXq+h1DBiquo7sXvAbZs58Vbqe/y4Kh84/NytbZeYZPa9p4EfIIqRH4cuHakyoeI2LZt53zg/9qx3km1IN2ts+gDqYfYG4bWnwy8jGpN/DOqEmR74Oj2kHJgdtLItUr/hwHfa+tuA1zRggO0v0O2z/J9qrCyxoj5PXn6uhdD9QgapGF8KHA6FcB/OtVz8MtUQ4C3U6n4/kil3bo/8JMWgHsU9XedSD087Ev1VLgsqgXwDlRr4HcDH+tcu14GHBQR+2XmN2LBLs5PowXoW+BwAvDJzDyCaniwNVWRsWdmfm8p/kRahPb9fpD6jT0jMwe/KzLzgHaPP759t18Djm0NKrq2olrlfSgW7Jn6Uuo+f1J34cy8NSq3+Lci4slUA5THUoG8hdLYtmX+Sp0vB7Xt/YP6zW9HpbGcEBFPH3qA0fh5AnBlZt4dESdT14x9qGvG5sA2rWx5EVU5GdSAzbtRqbjOpQL4r6V6bH+JqtA8OSLenpnfjxqQ87+oSq+JEfF3Kvg2lSp3XDFUxvxHZj52OX9uLaWocfseSZWDZlO9zRL4SkQMVyz8CCAzvwF8o5VrLs7Mw1v54YPU89s6VOX6nlQF/Z8yc1Fjq2icRMQDqefuQc/37anf8AVU4PUQ4IJuQDQiDqS+2+EgyrpUwPawzrSJVFl6k4jYkirXDPa1NfMbL32Wamn+ZxZ2DVV2upv5gbvdqSwUH2HBBkMTGSE9mFaMzPx1RPwwIk6gzrXLqYwhj6bqPP5CNQR8G9VgsM8jqCDKlVTa2b2pgO0/bey5WvgD8NLWqO/VwFMZfRBlAvCKxfREsXf06utRUelGu/rGaR3UuTyBamjYN/7noC52pGd4LSGDKMvXzVTF0e3MTxFxXfs3qErJgTvashOoXiobUjfUF7HofKwJ0K2YaK3m9qIqLZfG8cCM1nLrl1TlwkwqyHF3+//lVAXrB6iW5o+gcjvC/Nafp1Hpm0b8DK3A8MDhGTG/u+ODFnOsE6lWipOAjTLz6oh4SNv3KzPz4ra9NX0coPWoB4XuA8ETonJyDkwC7jsUZDkGeEdEPCUzf9z+ju8DPjraYEzHuoycl34t4NSo3k+bUb+bF1A9HL4I8ypq1/gWGJ0eVodSlUufbS1fLoqI6YPUBEMpCroPYpMYIZ1SVhqvO9vbB1OVSmtR16y/UTfss/tWHZ4QEY+iAi+7Z+Y/W6XFrDZvkNLgnk6qgjdTrUAf1/Y5i7oufq4beGnBueHB+TalepX8mmqtfCWVuuMgqiL+3cA3o7rKX98+61XAw1ow5RwqYPDDzLwnInam8uU/NzOvZg2UmW+mvpMFtILZLsAvOj09/gS8NjNPa5ULtwD7UxUXT6cqqm8E1m4V6Du07/1cKsXj+4A5mfmhzq4GlQlzqCDafdo2ycyPRcS5wD5RaQYnA2dHxL2pnmsfaus9GvgWlfKLzHxW+wxn0SpNWkX6cCJre+4AABc3SURBVDBlCvDtMf3BNE9EPIAKPJ5I/Va/HxFJlRWCKvdMoBpQnEYFO/4SEUcA9wIeGZXy8QDg3yPi52353SLiViqw/srO/qbTri2Z+Yuo1EvnAt9pvcy2owX8hvyTakk6hyrXXE1d6ya3aVe2/Y6YulDL3ZnAyyLiBczvgfltKlj6v9Q1/knAflTjgglU2fmh1BhXz6PKmLdRPdseQgV0z2N+r8j3U71eB+Xcbajy+0epBkXz0sO2MtAyGXtQy906VPqLqdQ9azPq/HnlKIKiE4B/iYjNqfPlm5n5muj0RImIGYzcI1vjb0uqcd+ZVPnvPKrR0e8ys/e5ODM/TjXwWUBUSpVPZubxfetFxBuprBA/oXrXnkuNXXDEoMJzhP3dQzUA6G7rZdS98nXAoT2NCbSSaM9aT6O+q92pcsITqOwaR1Flk6TuEV+LiA+1efehnrnfRTUY2a81NHlfa/zxX229V4/3Z9Ky1Z6jL2p1cgdT5V1aA9EXUOfMJlE9DNaiGqkOUotOpZ5VB0H+BwFfiErvD9UwZJDVQaufX4/QE2XYy6j6tMcxVJ/T6jTeQtUjPy4zr1t4dS0NgyjLUWshfXjUoM3va5MH+eimUQWvQYqiszLz8M7qh1IP8WdTrVXu0yq6J1KplG6gLrLf7+4zKuXMp9r2jl/K498zKh3Trpn5qbbdQUvvb7Zj23u4O3NbZkOqNc3hrTIygTe3B4+1qUDRh9pn6663E9VDZxBgmsT8mwzt80/IGoR4sM5Tqb/nF6hUT0cDX8/MSyPiJcBXo9I5nE5V4jw5MwfbW9MMAnLdlCY/G1ysW6X29OHASKv8/ijVmv/RVAFvI3pS7HR003mt3yq9bqKCKJPb9zaJulm8uO1nw+4GIuJfqcDcC9v7PajC6RrfGrhV4ryNSlk06F01KHDN6Sw3dYRA1/qMbrDkHahg1qPb+5dQrehGc4yPpgZrngJcF5WmbUKb9x9UReoUqmXgRwAyc782f2bn+CYDe0XEv3Q2vyXze8sMWpteS417cl2bthaV0vDgVln/7hZ0mhWdVH/N2lRw8bnUgOjTqFaF/8ka2IKjnV9TgZl91/g27xxgrfa9rkWl1joNoPUaeC8V+NinUyEwrzVNLibnc1Rvt8dQlSBzqJ4HF0XE6Zl5UtvGOe04iBpUelOqcvWuTqDxVOAF3cYGHYPPNoeqZJnR2f/rqQdlLYHM/GtEPCAzb+5Ob8GyTTLz9UOrvDeqN9F3qN4gHwN+mpVb/LnUveMp1DnxUuCF7fsf2JAFK6aOpwJpf23vZ9O5ZrRjeQrV0vg26lq0FdWAZXANXRv4f9SDyjoR8ZWhsprGxz3U+CdfzMwdo8axegMVNNmUSh84Efhg1rhaW1EPlV+lAv+D3/4uVJqme6geLN/JzHe0eZ9p098HkC39Y1SqwO64O4NK0DvRSi8zb6QCcA9hfgOcoMbXGU7x+SiqbPskqsHR1lTF9nupLAIviohdWXBMlLWoVsdaCbTgxbbdabFweqxlta8PUI0Il2pfrcHOINA7iXreXqp03Fqu7qCCsH9pzwr7UwH4p1KNQv6dOi92oio6J1CN3bYAiIiDqfIMVO/JHaN6Qj6PuvZoNRA1Vs53qbLFQQCt3Pv6TiPhLTrL35eqx3rRKDY/MSJ2zcyfLn5RrWIeHfMz7wxsNrxQZt4E0OpY74nqhfk0YFB3dirVoOCm5Xu4ayaDKOPj0cxPAfMA4L5Uxc0lnem7URUHtIr/17X5X6UeFK/LzE1akOHYzNylVVA/c2hfX6IeGI+NiLdkZ8DVqEGZXwFsnZmXsQSiBqH+T6pi4Rbg+a3i/fxO694JVAqXTYBXRg1AH8BRrdXWJ4FLM/PY1hK4ayaV9muLtq0FbjLRxmMZWiepAMpzqRQc745KDTKwFhWU2p9KD3Tlknz2NUGrLB2pG/HhVMXVt6n0PM/LzEXlWOym87olM9cDiIjvU5Vg2+XiB0o8meraPHjQPYMa46Bv8N81zQSqlcFc4Jx2Ex1c0//QHuQmU+MSbdsqErruA3y7rdc1FfiXzBwEaC+kWmAOgigzgA9HpdjaEJgaEc+krmtPi0qtNBiM+zdU6pRfAH/PzIyIo4Ebcv6AjEFPih2Ydz7SeiZ8KCK2AM7IzK16Fv8dlSJqVs9D7O87n3MQuJlXqI2IN1EDD0+hCrCzqWvvL6nW8b+KSu3y/zLz1L5jXQ1tQ7XkvKvnHIH5Xckvbv+fShXargeIiBdR94o/UmNcDNabRrWqekxmDndXBtg6Io6kxk35LNUL4UUArXL0IGqw5zMy886olulPpFqnT23ToNIv/ZWqHF+Pyic8Ddh2hKBi31gZ/83ou9+rR2be3AIjmSOMJ9HKDBOyxqmZSzWygAV7qF1B9TC7iWrx+6ChAApU+eqvbZsTqcHBv0wF9D9HBX/vNXR8P6YGDH8k1QDjoMw8OiK+TlViPQN4JxWI9WF1xZlO9R7ZMiIeRLX6vZpqDHBp1hh9k5h/XdqYCqjNaq/zqOv7jrQeaVQKnnllmKyxehaoBI1KW7sl8OmotKZQ59B7hnrMadWz33BPlHavm0mNgXMA1dPtktZKHODbI/REeRfSEohqMfx1aqyv66PSxl0QlWbwsMWsrnEW1bNgV+ARrUHI3PZ6BNUjCSrA/uHWmPZTEfGsnk3NgXllpL9TZd6TMvOC5fwRNA6ieiv9hKrD+x2j6634QKoCfDTp+yZRZRrLpau49gwU7fkH4Jcj9URpy07ueY59MFVvcQbVeOy8zva0HBhEGR/7Uq3nB5X/21Cpvr7Z3u9FpTr5TkTsDnyeakG5LtUK/HGMbIHawvaj+mELIhzIgq3nrqG6GY+m9fnCO4p4JRXR/FQumNZgBgveHD5PVZL9DDgL+DAV5BjVZwA2iwXHPrlv5/1C52yrBPlxaw29ZXbGg2jHtwV1MVlcSjAtQmbOjIiPUYG6C5hfETGS+7Vz5l5UZf2eVDq7najc9/tQ+cfnaS0Ff09VlE2k0jDc0io/g/mtgQ/MzAXWXdNk5pyIeGDr6TUxa4ySLai0NA/JGpOkV1Taq42o38uVQ/NuoSqnBvv5aps+eH8CVdgnIn5CfU9fyszP9hzjXFpweBGfIxl5sGci4kdUi+HZVL7gTVtg7m7q+nBRZu6Rmdt11pnXy6RVimxLpeJ5UGZePrT9iVQh9BLmpyt7MFWZ+gngpy14/HTqur1GyMxLqWvxBCrY9OlOMHMwZtZdwwGttvwBVGvuPakAxg8z89o2/yhg/W4AJSKeQY1V8CSqVd7lVOvfr2fml1pAZuCLwG8zc9AK/GlU8HxrakDwgbmZ+YC2/ZuBGYNjGBaVTmGh38ugQn/EP5JGa2/g4IgY/C3vRbWiG4zbNpFqeXvE8IpR6QB/QwW0TqEqwb8F/GdEvGuoIntnKmA6hTpPZlLlrzuo8/FNwAOi0zuvNVp5c1v23M62dqcq7rei7kfviYjNgPdm5reW4m+hJfNMKt3Op6gWvudn5lHdgMfQPe9hVF76KcxP47RWm7dL+3dzqnJjRO086fZ8fjhVMfKppfgsWvEm0N8TBZh3/7u0lWG1moqIHahg6gm5YM/k5bGvFwM3tmfWwbRnU/e286ieT2TmNRHxQuB/I2JH4C2ZaSrJlccg/fUlwO8z83MAEfFaKp3tru39thHxicw8gBEainX8gOpVue1iltMqIjMvjohnZI2fM4NRZDTIzPOB89sz5+JSuj0rM/+2mGW0angMlemlm0VkuMH4tVRwBGBKRDw1F+zlf3lmPn45H6c6DKKMjzlUi9xBC/9NqYqZQZfNjamBS6EqQF9KPeztQbW2m8zI6bxOhXmD4l3bKjgH+1yg8qelLHgHY7dVRLydurmfA7yxVYgPDHdlP73t5/NU5eTHqQrzkdJ5dQcDngRck5nbt8816IkyeL8J1ap9JOdHDSLc1ZcDXWMQlcLtbVRru3dTLXTPj4g351De36jBxg+mKhquoCq7X56Zf2wVqCdQaZN+HRGXdB8oqN5Nf8/M+7VWHMdm5q5tm+u0ni3HM5RLeE3VAij7AC+OBVNdDQr0Twb26gmovBC4uieAMo2q9P774vYdEbsA96auUedGxI+6AYqI2Ji6NsxhwbFSplPXsE060ybVx1lw3JFWGbpXZl4ZEc+hBiS/gwqmPTl7ckZHxLrALyLi8Mz8fGfWvsCREXFQZh7dmb4LNX7UILh8LyqPfkal6hhUsk1uy6xRg8e2c+zRVGvsN4xilelUoHTXzLwgKm3BLyPipVQl97OoAmPXtVR6yP2yUgdOpcah+HLP8SQVxB34F6qCdXfg/LF8Nuoe+q/UwKBv6lugPfzcZOvAJZeZn6F6fgGLTOc16Jm2M9Ui7/NU75M7qYrs1zA/helrgd9ExN2ZORi49VlU8OQdVOX5y1rvt0OpcsNkKlD6+HY+Htim75uZl7QgyQUtaLculVr03sCTMvO3UT2BewNxWq4mUOOenJ41SOv/UmO0va3Nu3drpTeBKl8+guq99o3WEnhaO69OpYIfj6fSOl1OBckWKaq320uoRkkHAkdm5i2LXksroSlU+sm1qWvBSD1RpjFyqjbTea2a7ga2GzQ46kx/BRXkP3GE9Say4DPqaPf1cKoRITDvGeoAKiD/46gx2A6gyi8fpsbEmFdOzsyfRqX4+hpwdUR8EXh9dxmtGK1H7ZdbPcibmN9b+TYWbIyzPnUfOoB6xumOP7oWbdzaTiOimW05IuL5mTk8Rp9WMZn56/bfZ1INxEZrIyrrwlv7ZnYr27Xqy0o1vTPMa+R6FBU8v6ZNewaVFvBt2VJ4jUVEfBd4Q2Yutm5Ho2cQZfzsMyisx8LpbA6mAilk5h+BP7aCOZl5U1SOxDMz8+lRKSc+nZmPbS00H9a2/yfguIi4hupx8h9U4WueqF4EzwOekZl/ZXQmUxWx52fm3u1Y/9TTE2Xe+0Egp9Ny/aaIuIlKh3FUq0j/Q2Z+OiL2pQJHA5OA2yPi91SqoBuBm6N6oqxPVbJfuYjjfcxIPVFG+XlXS1FpLqYzPx/81DZtMpX2pjtA6iSqW+FtUWPb7EkFUG6nKq5/077Dw4EzI+J84Djg5Mz8B1Xx+YVBJUP7jme3SqsXAzu0itJ9gZMj4kvAAa3F52gfEHyQYN5v75PUzXFOLJjG6kfU7/J/IuKlnZ4ZU6iKoIUqqKkA72yqx9BCu2svogbu/jLwuvb7fgdwSkTsljVQO9SD4aupVCrd72ut9n7vzrSpVKuuRw3t71Tg1Ig4hypUDHovfRI4PSJe1A28RMQ61ODgv6EqU+fJzM+0gufRrTL0DZl5d2b+jFap3x5sj6TS9+xGXZsCeOdIvRjWEPsDp0XEup3eKFP7FmzX31d1Jn2U6kF0NvBbqkfITUPrXEiljRu8n0X1eBsIeioy2vc1k7onvAXYN6pn0brMH/8JWpBuaN0HU70aNqYCYxtQvRSmd3q5wPyUeXv0fV4tO62i+/nUWCgfp1oH3x41NtZZWb3toGJpf4saM+d1rVL0AVSv3X+lrmE5CB5n5j8iYpussVW+R6WJ2xjYPyun+U4R8VnqPPh0m38BsD3weuC7Uem9PtYq5TW+JlFjM10KkJnPHsyIyiN/aS6YV/xRVA+1V7X3G1P3j8upFIVPpAIt96HGa/socFxm/qmzv+7z0RlUT7dTqPPmBLTKaNeVvagyx+epc+Ak4NZWlrmlXRuCSkM8Leb3Zp3O/JRv0+hP5/U0lqyBmsbP16gxHO8YKiffAbwrR04tPK29xuILVMrbbiqupMrVB7b3U6gyyo6Z+fu+jbSGZztTZY9rDKCsdOawYNBk+Pu5pzPtBirF9Ttg3piQm0SliNyDes5+MJW14QPUc9tDMvOK5fkBtHy13+8+VFnkmVENkt9CPRcPxvwd9KCfTI2zcw4LZ2jp3fxyOGStQFFjBX+FylTU7X14MRVYuzgiXpOZpw+teg91Lj14aD2oBvvPohqfahkyiDI+RnOhG/G7aBXTg7QXE9prEOH+dfv/Sa3AdmLb1nFURUTXZlRvkimjOugqab6OqsgYPCCM1CV1kZ8xM/+787b7GT47tNzvImI3qhA6E3hCtnE3IuI7VEXXW3qOdbDNkXqiLK4r7eruYVSL2znUQ8M/huZ3K4YmUIM3v4RK//YXqgvhl1sLHFoPgH0j4jPAe6hWxk8E/i0X7na+AdW6/9+APQbzM/OHUb0Lds3MWVFdFx8IrN1alQ56XV1JPcREe3BdD3huRHyKas3cN77Baq89uH+bak05qHDeoP2brXJwBtUb7CtUDzeo68J0qjfQsAcz8sPaZGBSVHqB/wH+KzPPbDs7KSoV23kR8erMPDMz96V6fwwf9zHA9Zn53kV8tp2o69S3qaDL56kA8EwqwPfF1rLvd1F5o49vQcHvUymd9gE2jurJBu1BJjM/FxH/1+ZPAe6Oym/8VCrgcxPVK+G+wNMyc6+odB4/jojfUhUvZ61pAZXMvDYidhycF+0h76X0tL5t1++dqL/htlRg7HrgjcDncslytE6mvyJjbypY+Bbqe/8x1XPoOurceCx1vs+iAvJdN1FpoQ7IzBsiYnqbdkPUeD+0fd5OnRNaAlHj27yEFthokwfX82d23m/A/BbBp2Sn91xmfqNt61jqgeCNbfrPaWklW0utozKzd0yvTiXZx6iBxT+Z89O33Eb1OtmfCph9B7i9BdOOiGoFfDh1HnwJjbfegG0zvb261qcqTG9p390gFdjhVI+6bahy8uZU2fVeLDg49Hp0rjctMHxYO/8OAk6MiH1zfs9vrdx2pH7bz8waV+ve1D1jcD5sFBFrdZa/Dtg8Is6g7h0ntenrMiQinkddj/57eJ5WHlkpGMechjEzt16CdRab9aFVgg1XhPUtdw9V3tbKZy6wRXtGnafzfgqtbqQ11vrZYJnM/GhEvJGq29mxtTg/I6oV+tepwJ4BlFXfRFrGhqzezL+hGunclkNjBLbGrIMy6WRqTOGn028io6zL06qhNUY9iEoJeEp3Xrs+PC8i3kA1Pn5Czu/lBBVkuYqFM/XcQ6UoPygXTP2lZSBs2LD8tUq7KYw8YPfGVM7413TWeSHwnMzsttYmqhv5pzPz4cvpcBcQEc8Fzu70KngfNS5K98c4jeqd8sShdU8Ejs/M04amH0f1RPn40PSNqJygbwCOAQ7LzsDlrdL0dcB7qYeaQzLzujZvA6oCbN0ReqJclJkLPQBp0aLyBV+0uBZQUQMjzh58H1r+olL43ToIULYKnn8HfpGZT+os91Dgvpl5VkS8k3q42z0zf9FZ5jVUWpOXAz/LzG5PgsEyZ1LBsr2pwOrxPcvsTfXg2HOkcyZqgOcbMvM/FvP5ds1KabAflZbluvZZTs35Y108jsox/X/t/b2o1EsZEU+hUrZ8KzNfvoj9HEYFDj+T1RNwkKrsY4O/Y7v2PJdqJf+ezPzLoo59dRcRj6AqIH88XGndAhdvpHqHXEKNR7Vc/l4tcHYfKsXSvVowZMLg4aQFRl5AdYv32rQSa9/lxEUFxVsrq1k5v7dbd14AU5ZFUD0iHgP80YeOVV9U7+2/LsseRK28c20uYtwxrVy694UR5nd7O8611b+kFWFx1ypJq5/WoHNyDqU171luy8z886KW0fgwiDIOWkXOrCVsgbtSaZFyusGNZbjtzag0Oh/NRQyW1S40h1A5ZM1LLVE3VqoF7gV9FQAtwPA54AOZ+duheW+hegycR6ViW+W7fbbeafgwIkmSJEmSpKVhEEWSJEmSJEmSJKnHmj5OhCRJkiRJkiRJUi+DKJIkSZIkSZIkST0MokiSJEmSJEmSJPUwiCJJkiRJkiRJktTDIIokSZIkSZIkSVIPgyiSJEmSJEmSJEk9DKJIkiRJkiRJkiT1MIgiSZIkSZIkSZLUwyCKJEmSJEmSJElSj/8PdoikVdbHTzsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画条形图显示电影票房对比\n",
    "# 创建一个画板 figsize指定画板大小\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 准备好数据， 电影名称，电影票房\n",
    "movie_name = [u'雷神3：诸神黄昏',u'正义联盟',u'东方快车谋杀案',u'寻梦环游记',u'全球风暴',u'降魔传',u'追捕',u'七十七天',u'密战',u'狂兽',u'其它']\n",
    "y = [73853,57767,22354,15969,14839,8725,8716,8318,7916,6764,52222]\n",
    "# 显示x坐标必须是数字\n",
    "x = range(len(movie_name))\n",
    "\n",
    "# 通过bar去显示条形图\n",
    "plt.bar(x, y, width=0.2, color=['b','r','g','y','c','m','y','k','c','g','g'])\n",
    "\n",
    "#美化X坐标显示\n",
    "plt.xticks(x, movie_name)\n",
    "\n",
    "# 保存分析结果的图片\n",
    "# plt.savefig(\"./02.png\")\n",
    "\n",
    "# 显示整个figure\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iAAAAAAAAjABPs6gWIepuIAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画条形图显示电影票房对比\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 准备数据\n",
    "movie_name = [u'雷神3：诸神黄昏',u'正义联盟',u'寻梦环游记']\n",
    "first_day = [10587.6,10062.5,1275.7]\n",
    "first_weekend=[36224.9,34479.6,11830]\n",
    "x = range(len(movie_name))\n",
    "\n",
    "\n",
    "# 显示三部电影第一天的票房\n",
    "plt.bar(x, first_day, width=0.2, label=u\"首日票房\")\n",
    "plt.bar([i+0.2 for i in x], first_weekend, width=0.2, label=u\"首周票房\")\n",
    "\n",
    "# 添加图示\n",
    "plt.legend(loc=\"best\")\n",
    "\n",
    "# 修改刻度的位置和值\n",
    "plt.xticks([i+0.1 for i in x], movie_name)\n",
    "\n",
    "#标题\n",
    "plt.title(u\"每日每周票房对比\")\n",
    "\n",
    "# 显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ERESkgyZRREREREREREREREREOmgSRUREREREREREREREpMP/AVvPt6BiRHr7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示电影的时长分布\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 准备好电影时长的数据\n",
    "time =[131,  98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114, 119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,  99, 136, 126, 134,  95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117,  86,  95, 144, 105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123,  86, 101,  99, 136,123, 117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129, 116, 108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139, 125, 138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140,  83, 110, 102,123,107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122, 109, 106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103, 144,  83, 123, 111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126, 110, 111, 109, 141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103, 130, 141, 117, 106, 114, 121, 114, 133, 137,  92,121, 112, 146,  97, 137, 105,  98, 117, 112,  81,  97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111, 101, 110,105, 129, 137, 112, 120, 113, 133, 112,  83,  94, 146, 133, 101,131, 116, 111,  84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "# 设置分钟组距，这里设置成2分钟\n",
    "a = 2\n",
    "\n",
    "# 得出组数\n",
    "bins = int((max(time) - min(time)) / 2)\n",
    "\n",
    "# 显示直方图\n",
    "plt.hist(time, bins, normed=1)\n",
    "# 显示图的结果\n",
    "plt.xticks(list(range(min(time), max(time)))[::2])\n",
    "plt.grid(True, linestyle='--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画出每部电影排片占比\n",
    "\n",
    "# 创建一个画板 figsize指定画板大小\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 准备数据\n",
    "movie_name = [u'雷神3：诸神黄昏',u'正义联盟',u'东方快车谋杀案',u'寻梦环游记',u'全球风暴',u'降魔传',u'追捕',u'七十七天',u'密战',u'狂兽',u'其它']\n",
    "place_count = [60605,54546,45819,28243,13270,9945,7679,6799,6101,4621,20105]\n",
    "\n",
    "# 画图显示\n",
    "plt.pie(place_count, labels=movie_name, autopct=\"%3.2f%%\", colors=['b','r','g','y','c','m','y','k','c','g','g'])\n",
    "\n",
    "# 美化工作\n",
    "plt.axis('equal')\n",
    "\n",
    "# 添加图示\n",
    "plt.legend(loc=\"best\")\n",
    "\n",
    "#标题\n",
    "plt.title(u\"某日电影的排片占比\")\n",
    "\n",
    "# 保存分析结果的图片\n",
    "plt.savefig(\"./test.png\")\n",
    "\n",
    "# 显示整个figure\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
